{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Standard Data Science Helpers\n",
    "import numpy as np\n",
    "import scipy\n",
    "\n",
    "import pandas as pd\n",
    "import featuretools as ft\n",
    "\n",
    "# Graphic libraries\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.style.use('bmh');plt.rcParams['font.size']=18\n",
    "import seaborn as sns\n",
    "\n",
    "# Extra options \n",
    "\n",
    "pd.options.display.max_rows = 10\n",
    "pd.set_option('max_columns', 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ecdf_values(x):\n",
    "    \"\"\"Generate values for empirical cumulative distribution function\n",
    "    \n",
    "    Params\n",
    "    --------\n",
    "        x (array or list of numeric values): distribution for ECDF\n",
    "    \n",
    "    Returns\n",
    "    --------\n",
    "        x (array): x values\n",
    "        y (array): percentile values\n",
    "    \"\"\"\n",
    "    \n",
    "    # Sort values and find length\n",
    "    x = np.sort(x)\n",
    "    n = len(x)\n",
    "    # Create percentiles\n",
    "    y = np.arange(1, n + 1, 1) / n\n",
    "    return x, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.09090909, 0.18181818, 0.27272727, 0.36363636, 0.45454545,\n",
       "       0.54545455, 0.63636364, 0.72727273, 0.81818182, 0.90909091,\n",
       "       1.        ])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = [32444, 12456, 14911,23064,27055,29427,47710,\n",
    "     42322,51206,75041,67713]\n",
    "\n",
    "xs, ys = ecdf_values(x)\n",
    "ys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ecdf_plot(x, name = 'Value', plot_normal = True, log_scale=False):\n",
    "    \"\"\"ECDF plot of x\n",
    "    Params\n",
    "    --------\n",
    "        x (array or list of numerics): distribution for ECDF\n",
    "        name (str): name of the distribution, used for labeling\n",
    "        plot_normal (bool): plot the normal distribution (from mean and std of data)\n",
    "        log_scale (bool): transform the scale to logarithmic\n",
    "    \n",
    "    Returns\n",
    "    --------\n",
    "        none, displays plot\n",
    "    \n",
    "    \"\"\"\n",
    "    xs, ys = ecdf_values(x)\n",
    "    fig = plt.figure(figsize = (10, 6))\n",
    "    ax = plt.subplot(1, 1, 1)\n",
    "    plt.step(xs, ys, linewidth = 2.5, c= 'b');\n",
    "    \n",
    "    plot_range = ax.get_xlim()[1] - ax.get_xlim()[0]\n",
    "    fig_sizex = fig.get_size_inches()[0]\n",
    "    data_inch = plot_range / fig_sizex\n",
    "    right = 0.6 * data_inch + max(xs)\n",
    "    gap = right - max(xs)\n",
    "    left = min(xs) - gap\n",
    "    \n",
    "    if log_scale:\n",
    "        ax.set_xscale('log')\n",
    "        \n",
    "    if plot_normal:\n",
    "        gxs, gys = ecdf_values(np.random.normal(loc = xs.mean(), scale = xs.std(), size = 100000))\n",
    "        plt.plot(gxs, gys, 'g');\n",
    "\n",
    "    plt.vlines(x=min(xs), ymin=0, ymax=min(ys), color = 'b', linewidth = 2.5)\n",
    "    plt.xticks(size = 16); plt.yticks(size = 16)\n",
    "    plt.xlabel(f'{name}', size = 18); plt.ylabel('Percentile', size = 18);\n",
    "\n",
    "    plt.vlines(x=min(xs), ymin = min(ys), ymax=0.065, color = 'r', \n",
    "               linestyle = '-', alpha = 0.8, linewidth = 1.7)\n",
    "    plt.vlines(x=max(xs), ymin=0.935, ymax=max(ys), color = 'r', \n",
    "               linestyle = '-', alpha = 0.8, linewidth = 1.7)\n",
    "\n",
    "    plt.annotate(s = f'{min(xs):.2f}', xy = (min(xs), 0.065),\n",
    "                horizontalalignment = 'center',\n",
    "                verticalalignment = 'bottom',\n",
    "                size = 15)\n",
    "    plt.annotate(s = f'{max(xs):.2f}', xy = (max(xs), 0.935),\n",
    "                horizontalalignment = 'center',\n",
    "                verticalalignment = 'top',\n",
    "                size = 15)\n",
    "    \n",
    "    ps = [0.25, 0.5, 0.75]\n",
    "\n",
    "    for p in ps:\n",
    "\n",
    "        ax.set_xlim(left = left, right = right)\n",
    "        ax.set_ylim(bottom = 0)\n",
    "\n",
    "        value = xs[np.where(ys > p)[0][0] - 1]\n",
    "        pvalue = ys[np.where(ys > p)[0][0] - 1]\n",
    "\n",
    "        plt.hlines(y=p, xmin=left, xmax = value,\n",
    "                    linestyles = ':', colors = 'r', linewidth = 1.4);\n",
    "\n",
    "        plt.vlines(x=value, ymin=0, ymax = pvalue, \n",
    "                   linestyles = ':', colors = 'r', linewidth = 1.4)\n",
    "        \n",
    "        plt.text(x = p / 3, y = p - 0.01, \n",
    "                 transform = ax.transAxes,\n",
    "                 s = f'{int(100*p)}%', size = 15,\n",
    "                 color = 'r', alpha = 0.7)\n",
    "\n",
    "        plt.text(x = value, y = 0.01, size = 15,\n",
    "                 horizontalalignment = 'left',\n",
    "                 s = f'{value:.2f}', color = 'r', alpha = 0.8);\n",
    "\n",
    "    plt.title(f'ECDF of {name}', size = 20);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vBEGcmIX4MA9xYh7ixDxMcxLunrehwHSgAPhfG8+9G7gDeAo4GfgOeEspdYqdFWwLpuWBEcSJaYgP8xAn5iFOzMM0J+EO3r7WWmdqrU8B3mrtSUqpHsD1wP1a69la64Va68uAhcD9Iapri5iWB0YQJ6YhPsxDnJiHODEP05yENXjTWnvbeepkwAW8FrD9NWCMUmpQhyrWTlwuVziKFZpBnJiF+DAPcWIe4sQ8THMS7p639jIaqAI2B2xf43se1bnVsUhKSgpHsUIziBOzEB/mIU7MQ5yYh2lOosJdgXaSChRqrXXA9ny//Z1OXl4eiYmJ4ShaaAJxYhbiwzzEiXmIE/vQWlPtrcbtcTd4rvZU4/a6657dHuvvtRs8zHsHKtzVeJWbPv2rOGNqKdm52SR1S2p4Hd+5Nd4a3B53/fVqywg4zv94j9dDja6p/9tbQ41u+PfHR33c5PuK1OBNAYGBW+32oOzfv5+LL76YqKgoPB4PU6dO5corryQrK4uEhAScTifFxcVkZGSQn5+P1pqMjAyys7PrGlFpaSmZmZnk5OSglCI1NZWcnBySk5PxeDxUVVVRVVVFVlYW0dHRpKSkkJubS0pKCm63m4qKCnr27ElWVhYul4ukpCTy8vLo3r07FRUVVFZW1u2PjY0lLi6OgoIC0tLSKCkpwe121+2Pi4vD5XJRVFREeno6RUVFVFdX1+236z2VlZXVXTMS31NNTQ3l5eVd6j1Fsqeqqiry8vK61HuKdE9VVVWUl5d3qfcU6Z78f0u6yntqrae9WXtxxDgoqS5hf9F+opOi2ZOzh9KaUnSMJrsgG4/TQ6m7lKLKInSUpqC0gApvBW7tpriymEpdSVl1GWXVZbi97UjxMbL+z43Awi/bfolQoxp3XoUHpdQfgOeBQVrr7S0c+wBwNRDn3/umlPoV8D1wmtb6v/7nLFmyRI8YMcL2evuTnZ1NZmZmSMsQ2oY4MQvxYR7ixDwi3YlXeymsLCSnIoe8ijxyynPIrcglvzKf4qpiit3Fdc8l7hKKq6znEncJpdWlttcn2hFtPZzRuByuhs9OV91+l9PFmpVxFObFEOV10N3hplvfVH51mIOaqhpSElNwOV24HC6iHFHWub5r+V+n9rqBZfnvj3JEEaWicDqcdX9HOepfO5WT1StWL504ceJhwd5TpPa8rQFigCE0vO+t9l63tZ1eI6CysjIcxQrNIE7MQnyYhzgxD1OdeLwecipy2Fu6t9Fjf9n+umAtryIPj/a0u5zE6ESSY5JJciWR7PI9+14nuZJIjE4kPjqexOhEEqITSHAlEB8Vz+6tycx7LZWqkkQcngScNYk4vPGopgflGuFd5YRiB0elruKzo/5C2c3/AGDHjh0MGDCg3e/JbiI1ePsYcAMzgTv9tp8HrNZabwtHpUzLAyOIE9MQH+YhTswjHE601uRX5rO9aDvbi7azs3gn2eXZZJdls69sH3tL95JVlkWNt6ZV10uJSSE9Lr3+EZ9OWmwayTHJVkAWYwVm/kFasiuZRFciDtW+uZTn3pzAt5/YMys0MaphUl7T2knYgzel1Nm+P3/pez5ZKZUD5Gitv/IdUwO8rLW+GEBrvV8p9Shwi1KqBFgG/BaYAJzRqW/Aj6ysLKMic0GcmIb4MA9xYh6hcuLVXnaX7GZb0Ta2FW1jR9EOthVtY3vRdrYVbaPEXdLiNdLj0umd2Lvu0SuxF70Te5MZn0lGfAbpcemkxaXhcnZ+ao3SUquHLTnZy5gxHej5S9TcWvZmg22mtZOwB280Ts77tO/5K+A4399O38OfW4FSrHvfegIbgOla6wWhqWbLxMbGhqtooQnEiVmID/MQJ+bRUSduj5ttRdvYmL+R1bmr2VywmfX569lauJUqT1WT5yW5khiUMogByQMYmDKQzIRMMuMz6ZXYi14JveiV2IvYqLbVbelSJ7Nnx9YFVqFk1SorTBgzxsOCBR27dy7h/E0NXpvWTsIevGmtWzQa7BittQe4x/cwgri4uHBXQQhAnJiF+DAPcWIerXXi8XrYWrSVNblrWJO7hnV569iQv4HtRdubvOcsMz6Twd0GMzBlIANTBjIoZVDdc2psKkrZG2TNnh3LJzYNZbaWxET7J2Ka1k7CHrx1JQoKCkhOTg53NQQ/xIlZiA/zECfmEczJ/vL9rMtbx9rctazJW8Pa3LWsz1tPpafx5AaFYmDyQIZ2H8ro9NEM6z6MEWkjGNptKMkxnevarqHM1pKYqLnhBvsnfJjWTiR4s5G0tLRwV0EIQJyYhfgwD3FiFlprKmIqWLB5AStzVrJi/wpW5awiuzw76PF9k/oyOm00o9NHMzJ9JCNTRzK42+C64c2lS53MvjuWOZ0wbBkMO4cyw4lp7USCNxspKSmRrNiGIU7MQnyYhzgJL2XVZfy470d+2PcDK3NW8nP2z+wr29fouMToREalj2Jk2kgOTj/YCtbSRpISk9Ls9cMxbBmMUAxldiamtRMJ3mzE7W5HJmchpIgTsxAf5iFOOpd9pfv4du+3fL/3e37c9yOrc1c3uj8tOTqZw3odxpiMMRzS4xDGZoxlQMqAdqXQ6Oxhy2CEaiizMzGtnUjwZiOm5YERxIlpiA/zECdto62zJytjt1GYtpCSbosp7raYyvitDQ/wOkks+SVJheNJKv4lCcWHElM6lCqHk5+AnzpY364ybBluTGsnErzZiGl5YARxYhriwzzESdtocRjSUQN9l8BBH8DwBZCxruH+qiTYdRTsOAZ2jYc9h1NanUAp0Hiw1D4ifdgy3JjWTiR4sxHTphIL4sQ0xId5iJO2EWwYssZZQlHqFxSkf0x+jwVUu3LqjndWJ9MtfwLJBceQXDiehNKxKO376e3je1DdoAy3uxqXK9q2OneFYctwY1o7keDNRlyu8N8UKjREnJiF+DAPcdI8gcOk1jCkZvC4n5lw7ft8vftrftjzLdXe+gBscMpgJg+azEmDTuLI3kcS7fQPxFoOogoLC+nWrZvN70ToCKa1EwnebKSoqEganGGIE7MQH+YhTpqnbpjUUQP9/wdHzYcR81nebSfLl1jHKBS/6vUrJg2cxIkDT+Tg9IM7lOxWnJiHaU4keLOR9PT0cFdBCECcmIX4MA9x0jRaa/ZE/w9On4MaOR8dl1e3LzU6k5OHncBx/Y7juP7HkRZnXx4wcWIepjmR4M1GioqKSEhICHc1BD/EiVmID/MQJ43ZmL+RxxbN4/3N86k4zJodqoGh3YZy6pBTOXXIqRyaeWi7Une0BnFiHqY5keDNRqqrq1s+SOhUxIlZiA/zECcWJe4S5m+az+trX+eHfT9YG2OB4t6w/EKOSj6bBf8eYPvan8EQJ+ZhmhMJ3mzEtDwwgjgxDfFhHgeyE6/2snj3Yt5c/ybvb3qf8ppywFrNIGHbdLI/P4+kgqM56kjNDVdVolTnJLk9kJ2YimlOJHizEdPywAjixDTEh3l0VSfNJdOtjs4lu8+LZPd5kcr4zXXbkwuOIXPPBaRln8XaFclQ7GDs+GrmzCnrzKp3WSedzfz585k3bx4rVqyguLiYoUOHctVVV3HWWWc1e97u3bv5C7Bo0SLUgAGccMIJXHXVVfzf//1f3TG/+MUv2LVrV9Dz165dG/JgT4I3GzFpPFywECdmIT7Mo6s6aZRMV3lg2Edw2DMw5BNw1ljbi/rCigtg+QUU5w+jGNjkd51wJLftqk46m6effpoBAwZwzz33kJaWxmeffcYll1xCXl4el156adBzampqmD59Ol6vl6eeegqv18vdd9/NrFmzWLRoEU6ntWLFq6++SlVVVYNzr7nmGpxOZ6f00knwZiO1UgVzECdmIT7Mo6s6qe1xS+y7hZSJ/ySn11zcsbutndpB95yT6bn7crrnTbKS5o6EwGS54Upu21WddDZz5swhLa1+FvCxxx5LVlYWTz/9dJPB2/vvv8/GjRv5/vvvGTJkCADDhg3jmGOO4YMPPuCMM84AYOzYsQ3Oy87OZuPGjdx2220hejcNkeDNRoqLi+nevXu4qyH4IU7MQnyYR1d04tVeCtI+hZlPUTr0E0qV1Xs2MHkgF429iN+O+C094nv4jjZv5YGu6CQc+AdutYwZM4aPPvqoyXNWrVpFv3796gI3gNGjR5OWlsann35aF7wFMn/+fLxeL1OnTu14xVuBBG82kpGREe4qCAGIE7MQH+bRlZy4PW7mrp/LU8ueYtOh1uCn8ro4e8QZXHDwBRzZ+8iQpfewk67kxDR+/PFHhg8f3uT+ysrKoKspxMbGsnHjxibPe/fddzn88MPp16+fLfVsCfO/xRFEfn5+uKsgBCBOzEJ8mEdXcFJWXcYzy5/h0JcP5eovrmZTwSZclX3h8/s4/OsdPDv5WY7qc1REBG7QNZyYyFdffcWHH37IxRdf3OQxgwcPZseOHQ0c7Nu3j6ysLAoLC4Oes2vXLn766adO63UDCd5sRevOv7FVaB5xYhbiwzwi2UlRVREP//gwh7x4CH/5+i/sLd3LiNQRPHvisxz2zUb45maiq+1b+aCziGQnprJz504uvfRSTjnlFGbMmNHkcWeffTYxMTHMmjWL3bt3s3PnTq666ioAHI7gIdO7776Lw+HgzDPPDEndgyHDpjYiXd3mIU7MQnyYRyQ6ySnP4a8f/YN3dv4bj9NK45FYdDh9t91Mas6pvDLXwepVkXvTfyQ6MZmCggKmTZtG3759eeaZZ5o9NjU1leeff55Zs2bVTUo49dRTmTBhAuXl5UHPeffddzn66KPp0aNH0P2hQII3G8nOzpbcPIYhTsxCfJhHJDnJKc/hyWVP8sLKF6yEuk5g60T4318o3XY862mc0y0cqT46SiQ5MZ3y8nLOOeccqqurefPNN1uVhuXEE09k9erVbN68maSkJPr06cPhhx/Oaaed1ujYTZs2sWrVKp544olQVL9JJHizkcTExHBXQQhAnJiF+DCPSHBSWFnIk8ue5Nnlz9atgtA951QK3ruD5NJDGTPGA71rGp0XrlQfHSUSnEQCNTU1XHTRRWzdupWPPvqoTT2aUVFRjBgxAoDFixezfft2zj333EbHvfPOO7hcLqZMmWJbvVtVv04tTRAEQRBaSVFVEc+teI5nlj9DQWUBAONST0Ev+itrP/8VFDsYM76aBQtKw1xTwUSuv/56PvvsM+677z4KCgr48ccf6/aNHTuWmJiYuvvU5s+fX7fv9ttv54gjjiAhIYFly5bxyCOPcMUVV3DQQQc1KuO9997jhBNOICUlJfRvyA8J3myktLQ0aF4ZIXyIE7MQH+ZhopPKmkqeW/Ecj/70KEVVRQAc3edobjvqNh699vgGKydE4rBoS5joJBJZuHAhALfcckujfcuXL6d///54PI3Xq921axdvvvkmxcXFDBkyhHvvvZfjjjuu0XGrVq1i06ZN3HjjjbbXvSUkeLORzMzMcFdBCECcmIX4MA+TnLg9bt5c9yaP/PQIO4t3AjC+z3hu/NWNHN33aJRSdSsnJCd7GTeuJiKHRVvCJCeRzIoVK1o8ZsGCBY22vfjii422VVY2/p6NGTMmbGldJHizkZycnE5L0Ce0DnFiFuLDPExw4tVe3lz3Jnf/70Gyq6ygLb5kNAM3PYD+bBIPvqR40HfsKt8s0jFjPJ2+YHxnYYIToSGmOZHgzUaUajzTSQgv4sQsxId5hNvJ9/u+5+ZFN7Mix9dLkjMSvr6N8jXTWett+ieqKw6X1hJuJ0JjTHMiwZuNpKamhrsKQgDixCzEh3mEy8mOoh3c+929vL3hbQB6J/Ym4bt72PTO+SQnKcaM8xC4UHwtkTqLtLVIOzEP05xI8GYjOTk5kpvHMMSJWYgP8+hMJ0uXOrn/kWrWZf6dff2fRDuqUZ4Y+uy4hr7bb2Lt8hTQDsaMObBnkEo7MQ/TnEjwZiPJycnhroIQgDgxC/FhHp3lxKu9/Pml91g96jZI2gdawcqZ6C/vYXfhQHb7HduVh0Rbg7QT8zDNiQRvNhJsyrEQXsSJWYgP8+gMJyv2r+CGRTewethPADj3HcHonY+RVPxLGA3+w6NdfUi0NUg7MQ/TnEjwZiNlZWWkp6eHuxqCH+LELMSHedjpZOlSJ7Nnx9al83C7stgx9G/s7/3NjzhJAAAgAElEQVQyKC+qtCf6s/s5IvEcPlhQDhy4Q6PNIe3EPExzIsGbjfTs2TPcVRACECdmIT7Mw04ns2fH+hLoavi/F+GYayG2CLxOWHIt+qu/QVUySZPdtpXZFZF2Yh6mOXGEuwJdiaysrHBXQQhAnJiF+DAPO52UlipI3o3zwpPgjIshtojuuSdx6JIVjC+7n/GHxTF5svuAHxZtCWkn5mGaE+l5s5Ho6OhwV0EIQJyYhfgwD7ucaK3J7v0yHHMdnthiusd25/5j7+fs4Wf7cmTJEGlrkXZiHqY5keDNRjp7YVqhZcSJWYgP87DDyd7Svfz5yz+zefRnAKTun8LiWx4kM0GWeWoP0k7MwzQnMmxqI7m5ueGughCAODEL8WEeHXGitWbOujkc9dpRfLb9M6Kqu8O7rzJixdsSuHUAaSfmYZoT6XmzEdMic0GcmIb4MI/2OimoLODPX/6Z/2z+DwBHdj+J7277N5T0Ro0PvjKC0DqknZiHaU6k581G3G6ZQWUa4sQsxId5tMfJexvf48hXj+Q/m/9DkiuJpyc9TfKH86GkNyBJdjuKtBPzMM2J9LzZSEVFRbirIAQgTsxCfJhHW5xU1lRy01c38eqaVwEY13scj098nKHdh/J6aX1fgMwm7RjSTszDNCcSvNmIaXlgBHFiGuLDPFrrZG3uWv7w8R9Yn7+eWGcsdx9zN78f83uUUixd6mTxYms23vjx1Rx6qFnZ6CMNaSfmYZoTGTa1EdPywAjixDTEh3m05MSrvTy17CkmvDmB9fnrGdptKB9P+5iLx17sSwFiJeetRYZMO460E/MwzYn0vNmIy+UKdxWEAMSJWYgP82jOyZbCLVy/8Hq+2vUVAOePPp97j72XhOiEBsfVLocFMmRqB9JOzMM0JxK82UhSUlK4qyAEIE7MQnyYR1NO5q2fx7VfXkt5TTnR1akMWfM8Wz6bwjmPNT521SonIEOmdiHtxDxMcyLBm43k5eWRmJgY7moIfogTsxAf5hHoxKu93PfdfTz848MA9Mz9LVkvPMn68owWryVDpvYg7cQ8THMiwZuNdO/ePdxVEAIQJ2YhPszD30lxVTFXfHYFH279EKdy8uBxD/LOX64iq9xFcrKXMWOa7lVLTNQyZGoT0k7MwzQnErzZSEVFBcnJyeGuhuCHODEL8WEetU42F2xm5gcz2VSwiZSYFJ6b/ByTBk7iXaz72caM8bBggaxP2hlIOzEP05xI8GYjlZXyv07TECdmIT7MYelSJ7Nnx5Kb25eKPovYMOY8PNFFxJeOYsjit3jig2E8Qf39bELnIe3EPExzEtbgTSnVD3gUmAQo4HPgGq31zlac2x+4GzgeSAd2A/OA+7TWZSGrdDOYlgdGECemIT7MYfbsWD75xAWH/wsO+RM4vLDuN5S/9zLL3I1vzpb72ToPaSfmYZqTsAVvSql44EugCrgA0MA9wEKl1NjmAjClVAJWoBcN/BXYCRwO3AkMA34b2toHJysriwEDBoSjaKEJOuIk9q67cK5bF3RfxZ134j3oIOL/9CdUwILFOiWF8meeqXut9uwh9p//xLF3LzWHHELVpZdCbH1eLMfatcQ+9RTljzzSYHtXRNqIOZSUemHSjTD+IQD6bbmVfrv/ijrcATRcm1TuZ+tcpJ2Yh2lOwtnzdgkwGBiutd4MoJRaCWwCLgMeaebc8VhB2mSt9ae+bQuVUqnA9UqpeK11eeiqHpzYLv7DG4l0xEnV73+PClgSxTVvHo4dO/AOGVK3reaoo6g+6aT6g6IaNqvYZ57Bm5mJe9o0XG+8gWv+fNznnGPt1JqYV16xXh8A3x9pI6GndjjUP/daIDVRBfw07BwY+Cl4nTw+6RF+N+t3QKf/sykEQdqJeZjmJJzB2+nAd7WBG4DWeptSajFwBs0Hb7XZ8ooDthdirRrR9L9aISQuLi4cxQrN0BEnum9fGgwU1dTg3LaNmnHjwFl/H5Du3h3vsGHBL1JZiWPzZipuuAGSk6kuLyf6gw/AF7xFffklREVRc8wx7a5nJCFtJPTUDYc2Rfo6OPd0SNsMZekcuuVVfnfNEZ1XQaFFpJ2Yh2lOwhm8jQbeD7J9DTCthXM/x+qhe0Ap9UesYdNfAVcDz4TrnreCggKjZqMI9jpxLl8OZWVUjxvX+pOqfcNPvuzc2uWCmhprW3k5rrfeovK660CF5f8bnY60kdBT2+MWLLVHfvoHbBxzAZ6oEhJKxvLLjW9z6W+94aim0AzSTszDNCfhDN5SgYIg2/OBZhOqaK0rlVJHA+9gBXu1/Au4yrYatpG0tLRwFS00gZ1Oor79Fp2ainfkyAbboxctIvqTTyA6Gs+YMVSddx46w5fQNCkJnZFB9McfUz1xItFffIF38GAAXO++i+fgg5vuteuCHOhtpDVDmh2ldnaof2oPrTUP//gw9313HxrNmcPO5MkTniQhOoHSUkn/YRoHejsxEdOchDtVSLDpSy3+q6aUigXmAj2A31Hf83Y7UAP8MfCc/fv3c/HFFxMVFYXH42Hq1KlceeWVZGVlkZCQgNPppLi4mIyMDPLz89Fak5GRQXZ2dl1W5dLSUjIzM8nJyUEpRWpqKjk5OSQnJ+PxeMjOzmbo0KFkZWURHR1NSkoKubm5pKSk4Ha7qaiooGfPnmRlZeFyuUhKSiIvL4/u3btTUVFBZWVl3f7Y2Fji4uIoKCggLS2NkpIS3G533f64uDhcLhdFRUWkp6dTVFREdXV13X673lNZWVndNSPxPZWWljJgwIAOv6f8ffsY+sMP5I8bR/bOnXX7Mw86CDViBIVOJ2nl5US//TaeFSuoefRR9hUXExcXR+K0aSQ8+SSxb7xBRffu7Ln8cjJ37oT//pf8O+9EFRQcMJ527NhRN2urq7yntni6++4efP1156yRGB1dRWFhIbkFuTy84WHmbpyLQnHz4Tczvdd0KooqcDvd7N27l0GDBnX5714kvaeCgoK635Ku8p4i3VNVVRU9evTo1PfUHErr8Ez/VkplA/O11pcFbH8amKa1bnItFqXUlcBTwFCt9Ra/7ZcAzwGHaK1X+J+zZMkSPWLECDvfQiN27Nhh1GwUwT4nUUuWEPPEE1Tcc0+DyQqBOHbtIu7mm3HPnEn1KafU76iqQuXloXv2BIeD2IcewjN4MNVnnUXUp5/iet+6g8B95pnUTJrU4fqayoHeRqZMSWTx4ugWVyvoKLWzQw86uIiLPrqIL3Z8QVxUHM9Pfp5ThpzS4NgD3YmJiBPzCIeTZcuWLZ04ceJhwfaFs+dtDdZ9b4GMAta2cO4YoMA/cPPxg+95JLCCTsa0PDCCfU6ivv0WnZnZbOAG4O3XD2+vXji2bWu4IyYG3bs3AM5Vq3Ds2EHl1Vfj2LGDmHnzKL/zTgDib78d7/DhePv3t6XepnEgtZFgQ6TBhjRDxZ6SPZz69gxW5a4iLTaNOafP4bCejX8HDiQnkYI4MQ/TnDjCWPZ/gCOVUoNrNyilBmKlAflPC+dmAd2VUkMDttdOmdpjUx3bREvdnELnY4uTsjKcK1ZQM358689pagKCx4PrlVdwz5wJLhfOtWvxjB6N7tMH3acPnoMPxrm2pf+7RC4HUhupnfW5eHF03aO42PonN9QJb1fuX8lJb53EqtxVDEoZxMfTPw4auMGB5SRSECfmYZqTcPa8PY81ueB9pdRtWPe/3Q3sAp6tPUgpNQDYAtyltb7Lt/kl4FrgQ6XUvVj3vB2GlbB3KbC4k95DA0ybSizY4yTqp5+gurpVs0wdu3bh2LePmhNOCLo/+vPPISHBSjdSS1VV8L+7IAdSG2lq1meoE95+uu1Tfv/R7ymvKedXvX7FnClz6B7b9BywA8lJpCBOzMM0J2EL3rTWZUqpCVjLY72KNVHhC6zlsfzHExTgxK+XUGu9XSl1JHAH1qoM6VhB33PAvVrrsMx9d7k650ZkofXY4STq22/xDhiA7tu3wXbnsmVEffMNnkMPRXfvjtq7F9d776HT0qg+9tjGFyotJfqdd6i85Za6TZ6RI3G98QZRCxda11yzBve553a4zqZyoLSRpUudLF4cDXTugu4vrX6J6xdej1d7OWfEOTwy4RFio5pPLnqgOIkkxIl5mOYkrLNNfWuYntXCMdsJMgNVa70WmB6amrWPoqIiunXrFu5qCH502ElxsRVQTWucelCnp6OKi3G98gqqvBydmIjnF7+wVkuIj290vOvtt/H88pd4Bw2q2+YdOBD3jBm45s0DwD1zJt4ufKPygdJGZs+uD5g6Y01QrTX3LrmXR36ycptf/6vrueWIW1CtyB94oDiJJMSJeZjmJNypQroU6enp4a6CEECHnSQnU/baa0F3efv3p/K221p9KfeFFwbdXn3yyVSffHJ7ahdxHChtxH+SQqjXBHV73Pzp8z/x1oa3cConDx//MOcffH6rzz9QnEQS4sQ8THMSzgkLXY6ioqJwV0EIQJyYRVf3sXSpk3PPTaibVTp+fDWHHhq6lCBFVUVMe38ab214i8ToROZMmdOmwA26vpNIRJyYh2lOpOfNRqprl0ISjEGcmEVX9xG4rmgoh0z3lOxh6vypbCrYRGZ8JnNPn8vYHmPbfJ2u7iQSESfmYZoTCd5sxLQ8MII4MY2u7sN/hum4cTUhGzLdUriFafOnsb14OyPTRvLmlDfpl9yvXdfq6k4iEXFiHqY5kWFTGzEtD4wgTkyjq/oIHC4dM8bDnDllIRky/Wb3N5ww9wS2F2/nkB6H8MFZH7Q7cIOu6ySSESfmYZoTCd5sJCEhIdxVEAIQJ2bRVX3UDpeGOgnvh1s+5Oz5Z1NUVcTJg05m/m/mN5vDrTV0VSeRjDgxD9OcyLCpjTidznBXQQhAnJhFV/XRGcOlb61/iys+uwKP9vCHsX/gvmPvw+no+OfZVZ1EMuLEPExzcuD0vFVX41yzpu6lY8MGHDt3Wi9qanAuX44qLARA5efjXL4cvFauX8f27Tg2b64717lyJWr/futFSYl1bEUFxcXFqD17cPgtb+RYvx61e7f1wu22ji0utsrJzbVe1x67dSuOLfXLtTqXL0fl5FgvioutY30Z+NXu3TjWras/d+3a+nIqKxuWk5ODc0X9Uq+OLVvq197U2ionL886tqjIOtftto7dtQvH+vUNy9m713pRUWEdW2olIFXZ2ThXrqw/dtMmHNu3Wy+8Xquc/Hzr2MJC69yaGuvYnTtxbNxY/95Xr0bVdlOXlVnHlpVZ52Zl4Vy9ur6cjRubdFm2c2djl5s21ZezciUqO9t6UVpa5xJA7d3byKVj1y7rhc+l8s1AUnl51rna6nFxbNvW0OWKFY1dVlo/8Gr37oblrFtX77KqqrFL/+/Mli04tm6tL2f5clRubsNyfC7V7t2NXe7xrSRX67KkxDp2//6GLjdvbpvLDRvq67RmDWrfPgBKsrMbu1y1qr6cjRtx7NhhvfB4rHIKCqxjCwqscz3WUKRjx46GLletauyyvNw6d+/exu2/1mV1dcsufe1/6VInM071MGVyDFOmJDLllDhOP56QD5e+uOpFLv/0cjzaw3WHX8cDv37AlsANoNj33RLMQZyYh2lODpjgTeXmkuiXaDXhyiuJnT3b2ldURPKECUT9738ARH/yCckTJtT96MXddRfx119fd27SaafVJVWNWr2a5AkTcOzcSUZGBrH/+heJM2bUl/OHPxD7xBNWOTk5Vjnff2+V88EHVjk+4v76V+L9su8nnXgirvnzrXKWLrXK8QU0sU8/TaJf3rDECy4g9plnAHDs3WuV8/PPALjefZekk06qOzb+ppuI+9vfrBdeL8kTJhD93/9a5SxZQvKECXXBXOxjj5Fw2WX15ZxzDjEvvGCVs20byRMm1AVSrrlzSZoypb6ca68l7t57rReVlVY5n39ulfPVV1Y5vmAh9oEHSLjyyvpyzjqLmFdfBcC5aZNVju+HOubVV0k8qz63c8KVVxL7wAPWZ1xSYr33r74CoM/KldZn7AuU4u69l/hrr63/jKdMwTV3rlVOrUtfYBvzwgsknnNOfTmXXUbsY49Z5eTlWeUsWQJA9H//a5XjCxLj/vY34m+6qb6ck07C9e671nv/+WerHF8QHPvMMyRecEH9e7/wQmKfftr6jLOyrHKWLrU+4/nzSTrxxPrP+JZbiPvrX+teJ0+YQPQHH1jlfP+99Rn7gsbYJ54g4Q9/qC9nxgxi//Uvq5ydO61yal3Om0fSaafVl3P99cTd5Vudzu22yvnkE6uc//3PKscX/MTOnt3Q5bRpxLz8MgC9iostl74gMub110n8zW/qP+NZs+pcUlZm1cm3+kTUF19Yn7EvIIv9+9+Jv/rq+nLOOAPXnDkAONets8qpdfniiyROr8/pnXD55cQ+/DBgBYXJEyYQtdhaVS/644+tcnzBaNwddxB/ww2ANTz68ZJ0Fv8Yb61X+l0s36zoHtLh0sd+eozrFl6HRnPH+Du4ddytrUq+21oyMjJsu5ZgD+LEPExzorQOffZvE1jy9dd6tMOBZ/RowPqfN3FxePv3t3prVq/GO3Aguls3VH4+jp078YwdCw6H1eNQU4N36FDA6q3x9uyJ7tHD6nnbsgXP8OHszsujn1KooiK8o0ZZ5axfj05MtJZWcruthcgHD4bkZFRuLo7du/Eccoh17NatoDXeIUOscpYvx9unDzojw+pF2boVz8iREBOD2r0bVVKCd+RI69y1a9HJyVY5lZU416+vLycnB8fevXh+8Qvr2C1bwOGwMv1rjXPFCrz9+qHT0lBFRTi2bcMzahS4XFbvRFkZ3hEj6svp1g3du7fVW7NhA56hQyExEZWdjSM72/rcsHreiI7GO3Cg1VuzciXe/v3RqamowkIc27fjOfhgiIqyes4qK/EedJD13levxpueju7Z0+p527QJz7BhkJCAysrCkZtrnYvVW0NsbFCX+1avpm9NTUOX1dV4hw2rd5mZic7MtHprNm/GM3w4xMWh9u5FFRY2cElCAt5+/epcegcNQqekoPLycOzaZX3GSlkBoNdb73LFCry9ezd0OWIExMZaLouL68tZtw6dlGS5rKrCuW5dQ5d79tR/Z7ZsAaXwDh5c/53p2xednl5fjs+l2r0bVVra0GVKCrpPn3qXQ4ZAUhJq/34cWVn1Ljdvhqio1rusqMA7fLhVpzVr8Kamonv1Ys+mTfQvK2voMicHz5gx9S5jYqxVJjwenKtWWUuTde+OKijAsWOHdazTafXQud31LletwtujR0OXBx0E8fFWL2pBQcP2Hx9vufT1yjfr0uPBO3QoU6YksnhxNMlJHsaM9YLHg6qoQMfHk5isuOGGSlt73R7+8WHuXXIvCsXs42dz0ZiLbLt2Lbt376ZvwNJvQngRJ+YRDifLli1bOnHixMOC7TtwgrclS/QI349WqNi1axf9+rV/1pdgP+LELCLVx9KlTmbPjmXJkiiKix2MH1/dYL1S56pVJP7mN5S+915dINpRHvnxEe5Zcg8KxT9P/CfTR4RmNcBIddKVESfmEQ4nzQVvMmHBRkzrVhXEiWlEqo+Wku96MzKo+uMf8dr0/h7/6fFOCdwgcp10ZcSJeZjm5IC5560zyK69WVowBnFiFpHqw3826eTJ7kazSXXPnlRed501zN8BtNY88P0D3PntnQA8NempkAZuELlOujLixDxMcyI9bzaSmJgY7ioIAYgTs4h0H7WzSRtRVmbdZzpiBLQzH5TWmju/vZMnlj6BQzl46oSnOGfkOS2f2EEi3UlXRJyYh2lOJHgTBEGg/r622l42f2pTgTSFc9MmkidNovjLL+smk7QFrTW3fH0Lz614jihHFM9Nfo4zh53Z5usIgnBgIMGbjZSWlpKWlhbuagh+iBOzMNlH4H1twWgqFYjnoIMoXrTImnndRrzay3ULr+Pl1S/jcrh48ZQXOXnwyW2+Tnsx2cmBijgxD9OcSPBmI5mZmeGughCAODELk33439c2ZkzjdB+JibrplRPi4+vSqrQFr/Yy64tZvLH2DWKdsbxy6iucMPCENl+nI5js5EBFnJiHaU4keLORnJwcmd5tGOLELEz1sXSpk8WLowHrvjb/NCCtQe3bR8zLL1N1wQXoXr1adY7H6+HqL6/mjbVvEB8VzxtT3uDYfse2ue4dxVQnBzLixDxMcyKzTW3Ezqzngj2IE7Mw1cfs2bF1f7dnlQRHfj4xr7yCw7dkWEt4vB7++Nkf6wK31057LSyBG5jr5EBGnJiHaU6k581GUlNTw10FIQBxYham+vCfpNCeReU9o0dT5Lc+bXPUDpW+veFtEqMTmXfGPI7sfWSby7QLU50cyIgT8zDNifS82UhO7cLjgjGIE7Mw0Yf/kOn48dW2Lyrvj9aam7+6mTnr5hAfFc/c0+eGNXADM50c6IgT8zDNiQRvNpKcnBzuKggBiBOzMNFHR4dMwVorNemEE6w1U5tAa83t39zOv1b+C5fDxetTXmdcn3HtKs9OTHRyoCNOzMM0JzJsaiMeT+j+xy60D3FiFib66OiQKQBxcXhGjYK4uKC7vdrLXd/exT9+/gfRjmhePvVlft3v1+0ry2ZMdHKgI07MwzQnErzZSFlZGenp6eGuhuCHODGLcPhoLvku1Cfg7ciQqbd/f8qfeCLoPv9ZpU7l5NnJzzJ50OR2lRMKpI2YhzgxD9OcSPBmIz07uK6hYD/ixCzC4aM1yXeh/UOmANTUoIqK0CkpEFX/z6pXe7n808t5Z+M7xEfF8+IpLzJp4KT2lxMCpI2YhzgxD9OcSPBmI1lZWQwYMCDc1RD8ECdmEQ4fLSXfhRYS8LYC5+rVJE+Y0GB5LK01t/7vVt7Z+I4Rs0qbQtqIeYgT8zDNiQRvNhIdHR3uKggBiBOzCKeP9iTfbS3egQMpffllvAMH1m17fOnjPLv8WaId0bx22mtGBm4gbcRExIl5mOZEgjcbSUlJCXcVhADEiVl0VR+6Wzeqp0yx/taa+7+/n4d+eAiAp098OmwJeFtDV3USyYgT8zDNiaQKsZHc3NxwV0EIQJyYRVf1ofLzcc2ZA3l5PPTDQzz0w0M4lZN/TPoHZx10Vrir1yxd1UkkI07MwzQn0vNmI6ZF5oI4MY3O9uGfgDeUOHbuJOHKK7nrhd/x4M5XUSienfwsUw+aGvKyO4q0EfMQJ+ZhmhPpebMRt9sd7ioIAYgTs+hsH3Yk4G0NnrFj+duHt/DgzldxKAfPn/R8RARuIG3ERMSJeZjmRII3G6moqAh3FYQAxIlZdLYPWxLwtoJnVj7HXT/ch0Lx9KSnIyZwA2kjJiJOzMM0JzJsaiOm5YERxIlpdIYP/6S8diTgbYk31r7BX77+CwCP/+KvTB8xPSTlhAppI+YhTszDNCfS82YjWVlZ4a6CEIA4MYvO8FGblHfx4miKi61/4kI1ZPrFji+45strAHhk4xDO73NaSMoJJdJGzEOcmIdpTqTnzUZcrpazuAudizgxi87wEZiUt6MJeJvi2z3fcv5/z6fGW8MV/3cFF866B6/tpYQeaSPmIU7MwzQnErzZSFJSUrirIAQgTsyiM32EMinvD/t+4Jz/nENFTQXnjTqPu4++OyTldAbSRsxDnJiHaU46NGyqlBqqlBqvlDJrDm2YyMvLC3cVhADEiVl0BR9rc9cy/f3plFaXMvWgqTw64VGiVq2iW//+OFeuDHf12kxXcNLVECfmYZqTdgVvSqnTlFJbgA3A18Avfdt7KKU2K6XOtrGOEUP37t3DXQUhAHFiFpHuY3fJbqa9P41idzGnDTmNZ058BqfDibdnTypuvBGvYTc1t4ZId9IVESfmYZqTNgdvSqnjgPeAfOBOoG4uvtZ6P7AFOMem+kUUpk0lFsSJaYTaRyiT8uaU5zD1vansK9vHEb2O4NnJzxLlsO480T16UHXVVegePUJSdiiRNmIe4sQ8THPSnp6324EVwBHAP4LsXwIc2pFKRSqVlaHLIyW0D3FiFqH2EaqkvIWVhZw1/yw2F25mdPpo5kyZQ1xUXP0BJSVELVkCJSW2ldlZSBsxD3FiHqY5aU/wdhjwuta6qYlVu4HIGzuwAdPywAjixDRC7SMUSXlL3CVMe38aq3NXM7TbUN458x26xXZrcIxzyxaSTj0V55YttpTZmUgbMQ9xYh6mOWlP8OYEqprZnw6YtY5EJ2FaHhhBnJhGKH34D5nalZS3oqaCmQtmsjR7Kf2S+vHub96lR3zjoVHP8OEULVmCZ/jwDpfZ2UgbMQ9xYh6mOWlP8LYOOKaZ/adhDasecMTGxrZ8kNCpiBOzCKUPu4dMtdbM+nwW3+z5hp4JPZn/m/n0Teob/OC4OLzDh0NcXPD9BiNtxDzEiXmY5qQ9wdu/gbOVUhf7na+VUvFKqSeAccBzdlUwkoiLwH+4uzrixCxC6cPuIdP7v7+fdza+Q3xUPG+f+TaDug1q8li1Zw9xd96J2rOnw+V2NtJGzEOcmIdpTtocvGmt/wnMBZ4HNgEamAMUAVcBL2mtX7ezkpFCQUFBuKsgBCBOzKIzfNgxZPqPZf/goR8ewqEcPH/S84xKG9Xs8aqoiOj33kMVFXWo3HAgbcQ8xIl5mOakXSssaK3PU0q9A5wHjMBKF/I98IrW+h0b6xdRpKWlhbsKQgDixCzs9hFsEfqO8sTSJ7hj8R0APD7xcU4efHKL53hHjaJ4+XJbyu9spI2YhzgxD9OctHt5LK31e1j53gQfJSUlJCYmhrsagh/ixCzs9lG7CL0/Hbnfbe66uXWB25MnPMnMUTM7Ur2IQNqIeYgT8zDNSYeWxxIa4nYfkJNsjUacmIXdPvwXoR8/vprJk93tvt/tyx1fMuuLWQDcd+x9bQrcHOvXk3T00TjWr29X2eFE2oh5iBPzMM1Jiz1vSqnz23NhrfUr7TkvkjEtD4wgTkzDTh/+qUE6ugj9d3u/43f//R3V3mr+eMgfueyQy5ogdLQAACAASURBVNp0vk5MpOaoo9AG/c+8tUgbMQ9xYh6mOWnNsOlLWJMSVAvH+aOBFoM3pVQ/4FFgku/6nwPXaK13tqYQpdRI4C7geCAB2Ak8rbV+vA11tY2srCwGDBgQjqKFJhAnZmGnD7tSg6zLW8fMD2ZSUVPBeaPO4+5j7m7zNXTfvlQ8+GC76xBOpI2YhzgxD9OctCZ4Oz4UBSul4oEvsRL+XoAV8N0DLFRKjdVal7Vw/mG+8xcBf8Ca7ToMCNt/fU2bSiyIE9Ow04cdqUF2Fu9k6ntTKags4MSBJ/LIhEdwqHbcTeJ2o3Jy0BkZ4HK1fLxBSBsxD3FiHqY5aTF401p/FaKyLwEGA8O11psBlFIrsdKPXAY80tSJSikH8DLwhdb6N367Foaorq3CFWH/aB8IiBOzsMuHHasp5JTncPb8s8kuz+aYvsfw0ikv1S0031aca9eSPGECxV9+ieeQQ9p1jXAhbcQ8xIl5mOYknBMWTge+qw3cALTW24DFwBktnHscMIpmArxwUBSBOZ66OuLELOzy0dEh07LqMqa/P53NhZs5OP1gXj31VWKj2p9B3TN4MCVz5+IZPLjd1wgX0kbMQ5yYh2lOWjNh4VgArfXX/q9bovb4ZhgNvB9k+xpgWgvnHu17jlVKfQf8EigA3gRu0lpXtKaOdpOenh6OYoVmECdmYZePjgyZerWXKz69ghU5KxiUMoi3z3yb5JjkjlUoOZmaSZM6do0wIW3EPMSJeZjmpDVjBIuwlr+K01q7a183c7zy7W8pY2YqVsAVSD7QvYVze/ue5wJPATcDh2FNXugH/KaJ80JKUVERCQkJ4ShaaAJxYhYd9VGblLc2IW97hkzv+vYuFmxZQJIriTemvBF0ofm2onJzif7gA6pPOw1t2D/yLSFtxDzEiXmY5qQ1wdvvsYKx6oDXdhDsOq2Z1Vo73Pua1vp239+LlFJO4H6l1Cit9Vr/E/bv38/FF19MVFQUHo+HqVOncuWVV5KVlUVCQgJOp5Pi4mIyMjLIz89Ha01GRgbZ2dl1iflKS0vJzMwkJycHpRSpqank5OSQnJyMx+MhNzeXtLQ0srKyiI6OJiUlhdzcXFJSUnC73VRUVNCzZ0+ysrJwuVwkJSWRl5dH9+7dqaiooLKysm5/bGwscXFxFBQUkJaWRklJCW63u25/XFwcLpeLoqIi0tPTKSoqorq6um6/Xe+prKys7pqR+J4KCwvp1q1bl3pPkewpNzeXmJiYdr+nu+9O4uuv6+89iY/3sGPHjla/pxeWv8ATy5/AqZzc/8v7GZgwkB07dnTYU9r27fS79lo2ZGaSfPzxEeUpNzeXbt26dfnvXiS9J//fkq7yniLdU1lZGfHx8Z36nppDaW1XHNY2lFLZwHyt9WUB258GpmmtM5o59z6s3rbTtdYL/Lb/H7AMmKm1fsP/nCVLlugRI0bY+RYaUVVVVffDJJiBODGLjvqYMiWRxYujSU72Mm5cDTfcUNnqnrdPt33KjA9m4NVeHp3wKBccfEG769GVkDZiHuLEPMLhZNmyZUsnTpx4WLB9bZ6woJS6XSl1cDP7Ryulbm9qvx9rsO57C2QUsDbI9sBzoXHPXW2vnbcV5dtOS5Gy0PmIE7Owy8eYMR7mzClrdeC2LHsZF310EV7t5drDrpXAzQ9pI+YhTszDNCftmW16BzC2mf0HA39rxXX+AxyplKqbnqWUGgiM9+1rjo+w8sOdFLB9su/5p1aUbzsmjYcLFuLELMLhY1fxLmYsmEFFTQUzRs3g1nG32l6GY+tWEmbOxLF1q+3XDjXSRsxDnJiHaU5CkSokFqhpxXHPA9uB95VSZyilTseafboLeLb2IKXUAKVUjX9vntY6D7gPuFwp9Xel1AlKqZuB24GX/dOPdCZOZ0tzNITORpyYRWf7KKwsZPp/prO/fD+/7vdrHj3+UZRqy2IxrURrVHU1hOk2lI4gbcQ8xIl5mOakVRkplVLJQDe/TWlKqf5BDk0FZmIFYM2itS5TSk3AWh7rVawhzy+wlsfyX6RQYc1cDQw07wJKgCuA64F9wENA29e2sYni4mK6d29poqzQmYgTs+iID//EvK2hqqaKCz+8kA35GxieOpyXTnmJaGfrz28L3iFDKJ03LyTXDjXSRsxDnJiHaU5am078z1i9WmDdZ/aY7xEMBdzYmov61jA9q4VjthNkBqq2Zlo8gkGJejMympxjIYQJcWIWHfHRlsS8Wmv+9MWf+Hr312TGZzLv9HmkxKS0u+yujLQR8xAn5mGak9YGb4t8zworiHsPWBlwjAZKsVZN+NaW2kUY+fn5xMfHh7sagh/ixCw64qMtiXn//t3feXvD2yRGJzL39Ln0S+7XrjJbi3P5cpJOPJGSTz+NuOWxpI2YhzgxD9OctCp4861v+hVY96ABz2itvw9lxSKRcKVdEZpGnJhFe320ZS3TF1e9yMM/PoxTOXlu8nOM7dHc/Cp78PbpQ8W99+Lt0yfkZdmNtBHzECfmYZqTNq/CrLW+KBQV6QqY1q0qiBPTaK+P1g6Zzt80n+sXXg/AoxMe5aTBgRPSQ4POyKDqkks6pSy7kTZiHuLEPExz0u7Zpkqpg5RSpyilfqeUOj/wYWclI4Xs7OxwV0EIQJyYRXt9tGbI9Id9P3D5J5ej0dw67lbOG31eu8pqF8XFRC1cCMXFnVemTUgbMQ9xYh6mOWlzz5tSKhN4GahdhTnYvHsNvNKBekUktctfCOYgTsyitT5q1zCtDdpaWst0S+EWZi6Yidvr5vdjfs+1h11rX6VbgXPrVpLOOoviL7+MuHvepI2YhzgxD9OctDl4w1oIfhLwT+BLIM/WGgmCcMAze3Ysn3ziarQ92JBpUVURMxbMIK8yj4kDJnLfsfeFJpdbM3hGjqTo55/x9uzZqeUKgnBg0p7gbRLWhIWr7K5MpFNaWkpaWlq4qyH4IU7MorU+anvckpO9jBlj9bQlJupGQ6a1udw2FWxiROoIXjj5hZDlcmuWmBi8AwZ0frk2IG3EPMSJeZjmpD3BmwNYYXdFugKZmZnhroIQgDgxi6Z8NDVMOmaMhwULSoOe4/F6uOSTS/hq1/+zd97hUVXpA37PTDKZkGQIEEio0nsTdQWxBrGgAUVRQQV/ousqa1nL2tddld1FUbGCawcFQRcp4q4NRUXWEnrvJWBCAqRnMsnM+f1xM5NCgCTMzD13ct7n4dGZufee78vLGb7cc885y2jhbMGHIz8kwZEQmsBPgMjIwPnaa7jvuAPZrp0pMTQU3UfUQztRD9WcNKR4+x4YEOxAIoHs7Gzatw/telJWI2rZMmJmzDjq/dKbb6Z8eMVjk1ISvWAB0V99hSgowNelC6UTJuDr2DFwvNi/H+f06dgOHKB84EBKf/97cFbOQLRt3IjzlVcofv75au9rJ2pxLB/1GSYFY9r+w989zKc7PsXlcPHJlZ/QwVXbpi/hQRQUEP3115TeeCNqLShwYnQfUQ/tRD1Uc9KQ4u1e4BshxFIp5b+DHZCVCfdzNlbC/dhjSEflP86+Kr/FRC9ciOOTT/Bcfz2+Nm2IXrKE2MmTKX72WWSisSubc8YMfMnJeMaMwTF7No4FC/Bcd51xASmJmTnTeF2lcAPtRDWO5aOuw6R+/rXmX7y59k0cNgdz0ubQt2Xf0ARcR3y9epH/kzWXvtR9RD20E/VQzUlDirfpGDspzBNCHAB2AjWnf0kp5bCTDc5qNG/e3OwQlMXbpctRhRUAHg+ORYvwjBpF2cUXG8d260aTu+4i+vPP8Vx7Lbjd2LZvp+SBB8Dloqy4mOhPP4WK4i1q6VKIiqL8nHOOurx2ohYn8nG8YVI/S3Ys4eHvHgbgleGvMKTtkKDF1xjRfUQ9tBP1UM1JQ9Z56wxEA3uBcqAD0KnGn87BCtBKZGdnmx2C5bBv2wYlJZQPHlz5ptOJd9Ag7KtXG6/Lyoz/Vty5kw4HlJcb7xUX4/joI0onTIBafjPSTtSipo/0dDtjx8YFnnE7ERtzNnL7F7cD8PiQx7m6x9VBj7Eh2DZuxHXGGdg2bjQ7lHqj+4h6aCfqoZqThuyw0DEEcUQELpfL7BCUpcnddyMKC5HJyXhGjKD8wgsBEAcOgM2GbN262vG+tm2JWrHCeJGQgGzZkuj//peyYcOI/vprfJ2N3w8c8+fj7dsXX7dutbarnahFTR81n3U73u4Jh0sOM+7TcRSWFXJV96u45/R7QhZnfZEuF2UXX4y04N833UfUQztRD9WcNGTYVHMMvN5j77fYWJGJiXjGjMHXtSv4fEQtX07MW28hPB7KRoxAFBYaw6m26jeBZVwceDzGHbaoKEpvvhnntGk45s5FpqRQcvPNiMxMor/9luIpU47ZvnaiFjV9VH3WbciQ8mM+4+YudzPu03Hszd/Lqa1O5aULX1LqGRTZrh0lTz9tdhgNQvcR9dBO1EM1Jw0u3oQQnYBhQDLwgZRytxDCAaQAmVJKT5BitAxFRUUkJSWZHYZSeAcMwDugcnKyd+BAKC/H8cknlF166bFPrLEJsHfgQIpefx1x6BAyJQVsNpzPPovn0kuRLVoQ9cUXOBYuBMBzxRWBmazaiVocy0e/fl7mzCmq9RwpJfcuvZeff/uZNvFtmHnZTGKjYkMdav1wu7EdOICvTZvan+1UGN1H1EM7UQ/VnDRob1MhxBRgK/Av4Ekqn3FzAhuBO4ISncVI0aur14nyM8+EwkLEwYPI+Hhwu8Hnq3aMKC42nnGLqvL7RUwMsk0bsNmwr1uHbc8eytLSsO3ZQ8y8eZQ88ggljzxCzIcfYtu7F9BOVKMhPl749QU+3PwhTaKaMPvy2bRNaBuCyE4O++bNND39dOybN5sdSr3RfUQ9tBP1UM1JvYs3IcRtwAPAq8BFVNnbVEqZDywC0oIVoJXIzMw0OwRrIYRRjPl8iBo/u8BdjNrwenHMnInn+uvB4cC+cSPePn2Qbdsi27bF27cv9ooHx7UTtaivjw83fcjTK55GIHjtotfo36p/iCI7ObydO1PwySd4O1tvrpbuI+qhnaiHak4acuftDuATKeU9wKpaPl8L9DipqCxKdLQJ2/JYkKiff0ZWTELwdusGsbFE/e9/lQeUlmJfufKYG3xHf/UVxMVRPmRItXNq+3/tRC2q+khPt7N8+bH9fLn7S+786k4Anj7naUZ2HRny+BqMy0X5eeeBYg811wXdR9RDO1EP1Zw05Jm37hhrvR2LbECdgeEw0rRpU7NDUA7nCy/g7dzZ2PfR5yNqxQqiVqzA41/aw+HAM3IkjvnzkfHxyIpFeoXPR9kllxx9wcJCov/9b9wPPxx4y9urF47Zs4n65hsA7Bs24Bk7FtBOVKOqj6lTK58NqznLdNOhTUz8z0S80su9p9/L7afeHrYYG4LIzsYxfz6e0aORLVuaHU690H1EPbQT9VDNSUOKNzcQd5zPTwFyGxaOtcnJySEu7ng/msaHr3VropctQ+TkGK/btqX0jjuqLahbNmoUSIlj4UJje6zOnSl59FFkLZ3F8fHHeE87DV+nTpVtdOyIZ9w4HPPmARg7NVRsEq6dqEVVH/6ZpkC1Waa57lxu+uwmCssKuaLbFTw65NGwx1lfbAcOEPvXv1I+eDBeixVvuo+oh3aiHqo5EVLWbyc+IcTnQJyU8mwhRAuMO20XSimXCiGcwCZgpZTyquCH23BWrFghe/bsGdI2cnNzSazYzkmjBtqJWvh9pKfbGT7cGGIcOrQssKtCmbeMMQvH8F3Gd/Rs3pOvrv2KJtFNzAw54tF9RD20E/Uww8nKlSvThw0bdnptnzXkmbdngSFCiFmA/+nhFCHExcC3QDtgakMCtToeT6NbHUV5tBO18Ps41pDpo98/yncZ39GqSSvmjZqnC7cwoPuIemgn6qGak3oXb1LKr4DbgauBryrengV8BgwAbpVSrghahBaipKTE7BA0NdBO1MLvo7Yh0zfWvBHYbH7mZTNpl9DOlBgbgm3HDuKvvhrbjh1mh1JvdB9RD+1EPVRz0qB13qSU/8LYw/QejMkLrwP3A12llO8GLbpgUlaGfcOGwEvbli2BtcAoL8e+ejUi13hUTxw+bOyrWbH2mG33bmzbtwfOta9dizh40HhRUGAcW1JCSkoKYv/+avsb2jZvRmRkGC88HuPY/HyjnZycyv07AdvOndW+/O2rVyP8+6nl5xvHVsykFBkZ2DZtqjx348bKdtzu6u1kZ2Nfs6by2B07sO3aZbyQ0mjn0CHj2Lw849yK3zJs+/Zhq7J2lW3jRmNLK4CSEuPYQmPIS2RlYV+7tvLYbduw7d5tvPD5jHYOHzaOzc01zq3Yo9S2dy+2rVsrc1+/vnL5kKIi49giYxFXkZmJff36yna2bj2my9YOx9Eut22rbGftWkRWlvGisDDgEoytu2q6tO3bZ7yocCny8oxjDx0yzq14DMG2a1d1l2vWHO3SbRQtIiOjejubNlW6LC092mXVvzM7dmDbubOyndWrA88XBtqpcCkyMo52uX+/8cLvsqDAOPbgweout2+vn8stWypj2rAB8dtvAKS4XKyesyMwy3To0DIGDfLy0eaPeGjZQwBMGzaN37X+HZbCZkM2aXLUTiFWQLX1qzTaiYqo5qTB3zRSykwp5ctSyklSyjuklC9IKfcHM7hgInJyiB8zJvA6btIknFON0V2Rl4crNZWo778HIPrzz3Glpgb+0Yt98kma3H9/4NyEyy8PPBwftX49rtRUbHv3kpmZifPNN4kfN66ynVtuwfnSS0Y72dlGOz/9ZLTz6adGOxXEPv44TarMoky46CIcCxYY7aSnG+1UFDTO114j/qabAsfGT5iAc8YMwHh42pWaStQqYyUXx/z5JFSZudnkwQeJfeIJ44XPhys1leglS4x2VqzAlZoaKOac06YRd9ttle1cdx0xb79ttLNrF67U1EAh5Zg7l4S0yiX+mtx7L7GTJxsv3G6jna+Mm7VRy5YZ7VQUC84pU4ibNKmynauuImbWLMDYvN6VmmpsYg/EzJpF/FWVj1TGTZqEs2KLLFFQYOS+bJnR7CefGD/jikIpdvJkmtx7b+XPOC0Nx9y5Rjt+lxWFbczbbxN/3XWV7dx2G85p04x2Dh0y2qnYfzV6yRKjnYoiMfaJJ2jy4IOV7VxyCY75843cV60y2qkogp0zZhA/YUJl7jfdhPO114yfcWam0U56uvEzXrCAhIsuqvwZP/wwsY8/HnjtSk0l+tNPjXZ++sn4GVcUjc6XXiLullsq2xk3Duebbxrt7N1rtON3OW8eCZdfXtnO/fcT++STxguPx2jn88+Ndr7/3minopB1Tp1a3eWYMcS89x4AeT//zPOTfqv8LF7y7d5vmfTVJCSSvw79K9f1qvyZWwVfp04UzZxZbSKNVVBt/SqNdqIiqjlpyISFTkBfKeXiY3yeBqyTUu4++fCCx4rvvpN9bDa8ffoAxp03YmPxdehg3K1Zvx5fx47IxETE4cPY9u7F278/2GzGHYfycmN/Toy7Nb6UFGSrVsadtx078PbowW+5ubTx+RB5efh69zba2bzZWAKjXTvjbs3GjcZCni4XIicHW0ZGYD0z286dICW+Ll2Mdlavxte2rbH0QH4+9p078fbqBTExiIwMY2Zmr17GuRs3Il0uox23G/vmzZXtZGdjO3AgsE2VbccOsNmMf2ikxL5mDb727ZEtWiDy8rDt2oW3d29wOIw7TUVF+Come9g2bkQmJhqL65aUYN+yBW/XrhAfj8jKwpaVZfzcMO68ER2Nr2NH427N2rX4OnRANm+OyM3Ftns33r59ISrKuHPmduPr3t3Iff16fElJxlZYRUXYt20z1oSLi0NkZmLLyTHOxbjzhtNZq8uDmzbRurS0usuyssBG9va1a/ElJyOTk407b9u34+3RA2JjEQcOIHJzq7kkLg5f+/YBl75OnZBNmyIOHcK2b5/xMxbCKAB9vkqXa9bga9OmusuePcHpNFzm51e2s2mTsQ5eu3bGnbdNm6q73L+/8u/Mjh0gBL6KxWHtq1fja9cOmZRU2U6FS5GRgSgsrO6yaVNk27aVLrt0gYQExMGD2DIzK11u3w5RUXV3WVKCr4ex3KN9wwZ8zZsjW7cmc+dOfj+xMz+saQbAB4vXcfu6s8n35DPp1Ek8dc5TJ9nTTUJKo3C32YwlcCzEb7/9RuvWrc0OQ1MF7UQ9zHByvAkLDSneZgPtpZTnHOPzb4F9Usob6xtoKAnHbNPCwkLi4+ND2oamfmgn6pCebuef/4zml19iyM+3cXb0f8j/x12sLdzOpZ0uZdbls7AJ6w07glE0u1JTyV+69JiLS6uK7iPqoZ2ohxlOgj3b9Gzg8+N8/gVQa2EX6RyqGGrUqIN2og5Tpzr5+utY8vNtILxsvel51hZup3PTzrwy/BXLFm4AvvbtKZo2zbgrazF0H1EP7UQ9VHPSkEV6WwHHG/w9CCQ3LBxr06xZM7ND0NRAO1EH/wxTl8tH82v/zO62X5EYk8jstNk0c1rbk2zRAs/48WaH0SB0H1EP7UQ9VHPSkOItF+hynM+7AgUNC8falJSU4LLg3oaRjHYSPtLT7Uyd6qy2DEhV1q2zA9DykjfY0fZ57NiYdf50ujfvHs4wQ4LIyyNqxQrKhwypdWcQldF9RD20E/VQzUlDirfvgVuFEC9KKavdgRNCpAC3AN8FIzir4Xa7T3yQJqxoJ+Fj6lQnn3/uOP5B7Zezs+cfAZi+yMe55ybjDUNsoca2axfx48ZZ8pk33UfUQztRD9WcNKR4mwykAauEEM8BqwEJnArcB8QDfw9ahBZCtXVgNNpJOKk6LNqv39ElWalzL2vOvJIyWzm39buVMWPuwduiRbjDDAne3r3J3bABacF8dB9RD+1EPVRzUu/iTUq5WghxNfAO8AxG4QYggBxgjJTy1+CFaB0yMzM5pWJDdI0aaCeho+YwqX9YtF8/b2CvUj9H3Ee49KMRlB3J5rz25/HUeZORtob87qgoDgfSoks76D6iHtqJeqjmpEHfnlLKT4UQHYCLgW4YhdsW4AsppVp7SIQRp9N54oM0YUU7CR3HGiatulcpgNfn5f8++z+2HtlKV1dX3rn0HRz7f8M5bRrue+6x5AzNmtj27bNsPrqPqId2oh6qOalX8SaEiAXGAFuklD8BC0ISlUWJjY01OwRNDbST0FHbMGl8vAzsVernbz/+je8yviMpNolZF88i0ZkIRZnYf/01sOWZ5Skqsmw+uo+oh3aiHqo5qe+dt1LgDeBu4Kfgh2Ntjhw5otRsFI12EirS0+2B/UlrGyb1M3vjbF5Z+QpRtijeuuQtnB7jt1dfz54UVGxhFglYOR/dR9RDO1EP1ZzUq3iTUvqEEPsAdTJQiBYWfFg50tFOQsPUqZVDCDWHSf18t+877ll6DwDPnPcM57Q/h8LC2os8jXnoPqIe2ol6qOakIUuavwfcKISICXYwVqegoFEub6c02kloqLqWW81hUoAduTuY8NkEyn3l3HHqHdzU7yag0odt40Zc/ftj27gxLPGGGivno/uIemgn6qGak4ZMWPgRGA2sFkK8BmwDimseJKVsdGu9eTwes0PQ1EA7CS1Dh5YxaFD1ZUGOuI8wdtFY8krzGNF5BE+e/WTgM78PmZiI55prkImJYY03VFg5H91H1EM7UQ/VnDSkePuyyv+/SOVSIX5ExXv2hgZlVVRbB0ajnYQbj9fD+CXj2Z67nT5JfZh+0fRqe5b6fcg2bXA/9phZYQYdK+ej+4h6aCfqoZqThhRv/xf0KCIE1daB0Wgn4URKyZ+W/onl+5eTEpfCnLQ5JDgSqh0T8FFSgm3XLnydOoFis7gahIXz0X1EPbQT9VDNSUMW6X0vFIFEAqpNJdZoJ+HkyR+fZM6mOcRGxTI7bTbtEtoddYzfh33LFlypqZbcTqo2rJyP7iPqoZ2oh2pOGjJhQXMMHI4T7OuoCTvaSfCpukyInxd/fZEX018kyhbFuyPeZWCr2gsYvw9v167kf/YZ3q5dQx5vOLByPrqPqId2oh6qOWlQ8SaEaC+EeFsIkSGE8AghUiveb1nx/hnBDdMa5OXlmR2CpgbaSfCpuUzIe+vf428//g2BYPrw6QzvOPyY5wZ8xMfjHTwY4uNDHW54sHA+uo+oh3aiHqo5qXfxJoToBPwKXAVsoMrEBCllNnA6cEuwArQSSUlJZoegqYF2EnyqLhNy1s3/5t6l9wLw7PnPclWPq457rt+HyMoi5qWXEFlZoQs0jFg5H91H1EM7UQ/VnDTkzttkwAf0Ba7HmF1alc+As08yLkuiWmWu0U6CTdUh01MvWs2z23+PRPLQmQ9xc/+bT3i+34ctK4vY557DZsFipzasnI/uI+qhnaiHak4aMtv0QuBlKeU+IURtSw7vAY5+UrkRUFZWZnYImhpoJ8ElMGQae4jNg0ZTUlbIld2u5IHfPVCn8/0+vP37k7tnT6jCDDtWzkf3EfXQTtRDNScNufPmAn47zucOGlYUWh7V1oHRaCfBprBQgK0MxlxDiXMXA1oO4OULX0aImjfga0f7UA/tRD20E/VQzUlDird9QJ/jfD4Y2N6wcKxNZmam2SFoaqCdnDzp6XbGjo0jLS2etetsMOKP0HkprZq0Ytbls2gS3aTO1/L7sG3bRnxaGrZt20IVdlixcj66j6iHdqIeqjlpSPE2H7hZCNG3ynsSQAhxFTAGmFeXC1XMWv1YCJEnhMgXQswXQnSob0BCiIeFEFII8UN9zw0mcXFxZjavqQXt5OSZOtXJ5587WL48moLT/gan/wubL4ZZl82qdS234xHwER2NTEmB6Ojjn2AVLJyP7iPqoZ2oh2pOGjK8ORm4HPgJ+A6jcHtICPF34HfAauC5E11ECNEEWAqUAhMqrvM08I0Qor+UsqguwQghOgOPAgfrn0pwsdsb3Y5gyqOdnDz+2aWxKo2KDwAAIABJREFUg/5NyXlPgbTxtz7vcUbr+q8I5Pfh69iRojfeCGqcZmLlfHQfUQ/tRD1Uc1LvO29SynxgCPAmxrIgAhgO9ABeAy6QUrrrcKlbgc7AFVLKBVLKhcBI4BTgtnqENB34ANhUj3NCQn5+vtkhaGqgnQSJVuspHTEBgL+e/RcmDb+oQZcJ+PD5oLjY+G8kYOF8dB9RD+1EPVRzUq/irWIR3jOBllLKu6WULYFkIAVoIaW8s6K4qwsjgf9JKQPPx0kpdwHLgVF1jGccMAh4uD55hIqWLVuaHYKmBtrJyVMWnQPXjcIXVcSYHmO4c9CdDb6W34d97VqatWuHfe3aYIVpKlbOR/cR9dBO1EM1J3Uq3oQQNiHEDIxZpj8CW4UQPwghWkops6WUB6WUsp5t9wHW1/L+BqB3HWJqBrwA/FlKebiebYeEw4eVCENTBe3k5CgpL2HzgGug+U7i8k9l2rBpdZ5ZWht+H74OHSiaMQNfh3o/4qokVs5H9xH10E7UQzUndX3m7Y/A74EDwAqgG3AW8DowuoFtNweO1PL+YaBZHc5/FtgKvNvA9oNO/etXTajRTupOerqdqVOdgWfcJD629LuV/JQfoKA1vVZ/QmzUyW3O7PchmzfHc801Jx2zKlg5H91H1EM7UQ/VnNS1eBuP8UzZYCllAYAQ4g3gJiFEopQyt4Ht1/bTOOGv9UKIcypiGlTXO34HDx5k4sSJREVF4fV6GT16NJMmTSIzM5O4uDjsdjv5+fm0bNmSw4cPI6WkZcuWZGVlEV+xX2FhYSHJyclkZ2cjhKB58+ZkZ2fjcrnwer14PB5KS0vJzMwkOjqapk2bkpOTQ9OmTfF4PJSUlJCSkkJmZiYOh4OEhAQOHTpEs2bNKCkpwe12Bz53Op3ExsZy5MgRWrRoQUFBAR6PJ/B5bGwsDoeDvLw8kpKSyMvLo6ysLPB5sHIqKioKXNOKOXm9XoqLiyMqp1B5euaZnnz5ZZXNl89/AlL+DW4XzPqCZgOS2bNn80nl5PF4OHToELa8PMTSpcRefjkHy8os/3fP5fUS++OP5AwYQFK3bpbqTx6Ph+Li4kb7HaFiTlX/LYmUnKzuKSoqitzc3LDmdNw6qC61jxCiAHhSSvlslff6Y8wsHSyl/PmEFzn6mlnAAinlbTXefw0YU/E83bHO3Qgso/qzbp9i7LN6KVAipSytes6KFStkz5496xtmvdizZw+nnHJKSNvQ1A/tpO6kpcWzfHk0LpeP1sPmsmXAOJA2eq9aSPvSi3jgATeDBnlPqg2/D/vq1bhSU8lfuhTvwIFBysA8rJyP7iPqoZ2ohxlOVq5cmT5s2LDTa/usrnfe4jCGTKtyoMpnDWEDtS/22xvYeIJze1X8+UMtnx0B/gRMa2BcDcZfWWvUQTupnZpDpADr1hlT4Tucu5Stp94EPnjynL/yx7uHAnVaueeE+H14+/Yld8cOZEJCUK5rNlbOR/cR9dBO1EM1J/VZ563mLTr/64Y+vbwImCqE6Cyl3AkghOgIDAUeOsG5F9Ty3jSMO2930kh3eNBo6op/4d2jSFnN5oFXUe7zMLHfRCadOik0AURFIZvV5dFWixBp+Wg0GqWpT/E2QghRdXOvJhgF3BghRM1xAimlfOEE13sDYyLEQiHEYxXXegpj+63X/QcJIU4BdmAM2z5ZcfFva15MCJELRNX2WbgoLCykRYsWZjWvqQXtpHb8d9xcLh/9+hlDoSVNtrL+jEvxROVzRbcrmHL+lJOaWVp7u4YP2969OKdMwf3gg5acoVkTK+ej+4h6aCfqoZqT+hRv4yr+1KS2BXUlxjIex0RKWSSESK04bhbGHbyvgXuklIVVDhUYd9QaspVXWElOTjY7BE0NtBODmsOk/iHSfv28LF5cSFZRFsPnXYKnIJNz2p3D9OHTsYngd7mAD7cb+9at4K7Let4WwML56D6iHtqJeqjmpK7FW23DlCeNlHIvcNUJjtlNHYZmpZTnByeqhpOdnU379u3NDkNTBe3E4FjDpPHxkvzSfMYuHktGQQanp5zO7LTZxETFhCQOvw9f9+4UfPllSNowAyvno/uIemgn6qGakzoVb1LKZaEOJBII9hCT5uTRTgxqGyaNj5fcfV8u1396PasPruYU1ym8f/n7xEWHbgNm7UM9tBP10E7UQzUnyg9FWonmzZubHYKmBtqJMWS6fHk0UDlMunhxIe9/kM+Mg7eyfP9yUuJSWDh6Ia2atAppLH4f9vXradqjB/b1tW2yYj2snI/uI+qhnaiHak508RZEsrOzzQ5BUwPtxBgy9RMfXzlp/LEfHmPR9kUkOBL4aNRHdHCF/kF7vw9fUhKlt9yCLykp5G2GAyvno/uIemgn6qGak/pMWNCcAJfLZXYImhpoJ1Rby+2BB4wH6mesnsHrq1/HYXPwweUf0CeptiUXg4/fh0xJwf3AA2FpMxxYOR/dR9RDO1EP1ZzoO29BxOs9udXnNcGnMTtJT7czdmxcYGbp0KFlDBrk5eMtH/PId48A8MKwFzi73dlhiyngo6gI++rVUBScxX9Nx8L5NOY+oiraiXqo5kQXb0GkyIJf3JFOY3bin2Gan2908/h4yQ8ZP/DHL/8IwORzJjO219iwxuT3Yd+2DVdqKvZt28Lafqiwcj6NuY+oinaiHqo50cOmQSQlJeXEB2nCSmN2UnWG6ZAh5Vw7aS03fHoDHp+HW/rfwu2n3h72mPw+vN26GfuAdusW9hhCgZXzacx9RFW0E/VQzYm+8xZEMjMzzQ5BUwPtxJhhOvVfW3li22jyPflc3uVy/nHuP0yJJeAjLs7YwD0udMuShBUL56P7iHpoJ+qhmhNdvAWR6Ohos0PQ1KCxOqm6PIjXXsj1n17PvoJ9nJZ8GtMvmo7dZjclLr8PkZmJ89lnEYp9ITYUK+fTWPuIymgn6qGaE128BZGmTZuaHYKmBo3VSWB5EOFjx8DxrM1eS+emnZk7cm5IF+E9EX4ftpwcYt58E1tOjmmxBBMr59NY+4jKaCfqoZoTXbwFkRwLfnFHOo3VifG8m4SL7yW7+ackxiTy4cgPaR5r7kKTfh/evn3J27IFb9++psYTLKycT2PtIyqjnaiHak508RZEVKvMNY3PSbXlQc59Gga/SLQtmndGvEPXZl3NDq/R+bAC2ol6aCfqoZoTXbwFEY/HY3YImho0NieB5UF6zIDUv4AUzLhoBue1P8/s0IBKH7atW0kYPhzb1q0mRxQcrJxPY+sjVkA7UQ/VnOjiLYiUlJSYHYKmBo3NSWGhgB4L4bJJANzX7SWu7H6lyVFVEvDhdOLt3h2czuOfYBUsnE9j6yNWQDtRD9Wc6HXegohq68BoGpeT9HQ7y3evhPE3APDYkMe494zrTY6qOn4fvg4dKH71VZOjCR5Wzqcx9RGroJ2oh2pO9J23IKLaOjCaxuXkL9M3wY0XQ0whrbPH8afT/2R2SEcR8FFejjhyBMrLzQ0oWFg4n8bUR6yCdqIeqjnRxVsQcTgcZoegqUFjcbIhZwO/9BwBzjzYOJp3Rr2EEOLEJ4YZvw/7+vUkdumCff16kyMKDlbOp7H0ESuhnaiHak70sGkQSUhIMDsETQ0i2Ul6up2pU50c9G1l/RmjKXcchi1pDDkwk9+drtbDtX78PnwdO1L4zjv4OnY0N6AgYeV8IrmPWBXtRD1Uc6LvvAWRQ4cOmR2CpgaR7GTqVCefLz/Mqt5plDmyYfvFMO8jXHFqrQReFb8PmZhI2ahRyMREkyMKDlbOJ5L7iFXRTtRDNSe6eAsizZo1MzsETQ0i2UmuOxduvAia7SY+73QG753DxRcKHnjAbXZox8TvQxw+jGPePMThwyZHFBysnE8k9xGrop2oh2pO9LBpECkpKcHlcpkdhqYKkeDEPzxq7Jpg4LUV8WvPKyF5HbFF3Vl532ySmgAUmRZnXfD7sO3dS9wf/kD+0qV4m5u760MwsHI+kdBHIg3tRD1Uc6KLtyDidqt7x6OxEglO/AvvBrB74Lqx0PZHyGvPGds/I6mJNQoGvw9v//4cyciw5LpotWHlfCKhj0Qa2ol6qOZEF29BRLV1YDSR4cR/x83l8tG3n4et/SaQk/JfojxJDN65hL/c3RLwmhtkHQn4sNmgSRNzgwkmFs4nEvpIpKGdqIdqTvQzb0FEtXVgNNZy4t+XNC0tvtqfdevsAPTtV06ve/9ITso84qPj+WL8PBa9045Bg6xRuEGlD9vu3cTdeiu23bvNDShIWDkfK/WRxoJ2oh6qOdF33oKI04JDJpGOlZwcNTxaDUlG3/v4cd1bxNhjmJ02m4GtBoY1vmAQ8FFWhsjMhLIycwMKFhbOx0p9pLGgnaiHak508RZEYmNjzQ5BUwMrOak6PNqvX+XdNInkt96Psav1KzhsDt4d8S5ntzvbrDBPCr8PX7duFC5ebHI0wcPK+VipjzQWtBP1UM2JHjYNIkeOHDE7BE0NrOikXz8vixcXBv6c9eij7Gr7LHZh550R73Bxp4vNDrHBWNFHpKOdqId2oh6qOdF33oJIixYtQnZt+//+R/T332PbtQtRXIyvdWvK0tIoP+uswDHOJ5/EvmnTUecWvfceVGztIY4cIea117Bv3463WzdK77ij2sKiIjOTJo8+SvEzzyBDmE+4CKWTcPDiry8y9eep2IWdNy55g0s7X2p2SCeF34d97VoS0tIoWLwYb//+Jkd18lg5H6v3kUhEO1EP1Zzo4i2IFBQUEB8fH5JrO5YswdeyJaXjx0NCAvZVq4h5+WVEfj5ll1wSOM7bpw+ea6+tfnJ05Yr7jlmzAHD/6U9EL1qEY+ZMSu+6K/B5zPvv4xkxIiIKNwitk1Dz4q8v8rcf/wbAyxe+zBXdrjA5opPH78OXnEzJfffhS042O6SgYOV8rNxHIhXtRD1Uc6KLtyDi8YRuP8mSBx6AKgsEevv0QRw+TPSSJdWKN+Li8HXrdszrRK1bR8lDD+Hr0gUZG4vz2WcDn9nXrcO2ezfuKsWc1Qmlk5Ol5uK7/lmlEslzvzzH5BWTEQhevvBlrut1nZmhBg2/D5mcXO2XBqtj5XxU7iONFe1EPVRzoou3IBLSdWBqWdnZ16kTUenp9btOeXlgCJWYGIR/dpzPh2PmTDzXX1/5eQSg2to8Val9dqkkq+fTgcLtxWEvMq73OFPiCwUBH4WF2Nevx9u3Lyj022yDsXA+KveRxop2oh6qOdETFoJIuNeBsW/diq9du+rvrV1L3PjxxI0fj/Pvf8e2d2+1z72dOxP15ZdQWEj0F1/g7dIFgKivvoImTSgfMiRs8YcD1dbmqUrV2aVDh5Zx1lAPHW+9nx3tn8ImbLxxyRvc0OcGk6MMLn4f9u3bcY0YgX37dpMjCg5WzkflPtJY0U7UQzUnungLIuGcSmxfvx57ejplF10UeM/XqxelEyZQ8vDDlN56K7ZDh4j9618R2dmBYzzXX0/UTz8Rd+ut2H/9Fc8NN0BhIY5//5vSCRPCFn+4UG16d2306+dlwcI8utxzC7vbPk+ULYrXL36d0d1Hmx1a0PH78PboQd4PP+Dt0cPkiIKDlfOxQh9pbGgn6qGaEz1sGkQcYRpuFNnZxLz8Mt7TTqP8vPMC73vGjAn8vw/w9utHk/vuI/qzz/BUFGa+zp0pfuUVRHY2slUriIrC8e67eAcNwte5M/affiJmzhxwuylPTcVzzTVhySlUhMvJyeATHm757y0s3L6Q2KhY3h3xLsM7Djc7rJAQ8BEbi693b3ODCSYWzscKfaSxoZ2oh2pO9J23IJKXlxf6RgoKiP3nP5FJSbgnTTruoTIxEW/37thrbtkTHY1s0waiohAZGUT/8AOea69F5OXhnDED9+23U/KPfxD1/ffYV64MXS5hICxOToboIjYNHM3C7QtJcCTw8aiPI7Zwg0of4sABnE8/jThwwOSIgoOV81G+jzRCtBP1UM2JLt6CSFJSUmgbKC0l9tlnobyckgcfhDpu1yGFOOZnMbNm4UlLQyYmYtu2DV/r1vh69EA2a0b5mWdi37AhWNGbQsidnATlUblw48XkJn1BUmwSi0YvYkjbyHrmsCZ+HyI3F8e8eYjcXJMjCg5WzkflPtJY0U7UQzUnungLIiGtzL1enNOmITIzjcKtltmnNRF5ecakho4da/3cvnIltqwsykaMqHyzynRoUVoKUp5s5Kai2m9Lfg4WH2T9acOhw3IcJe1ZcvUSBrQaYHZYIcfvw9e7N/lr11p2qLEmVs5H1T7SmNFO1EM1J/qZtyBSFsJNqWPefhv76tV4JkxAFBUhtm0LfObr2BHbb7/hmDOH8sGDkUlJiJwcHAsXghDVizM/5eXEvP8+pddfH1jE19e1K7aDB4levBhfy5ZE/fgj7ttvD1lO4SCUThrKvvx9jF4wmiLXDsjpTv9Nn9HtweZmhxUWVPTR2NFO1EM7UQ/VnOjiLYiEch0Y+9q1ADjee++oz4pfegkZHw9S4vjwQ0RhITideHv3pvSaa5C13O6N/vxzfM2b4z3jjMB7MjGR0ttvxzF7NsLtpuzCC/GefnrIcgoHqq3Ns/XwVkYvGM2BwgPE5Q+g6J0viBnYDCg0O7Sw4Pdh27yZuNtuo+j11/H17GlyVCePlfNRrY9otBMVUc1J4yneysqwb9iAt08fAGxbthgzxDp0gPJy7OvX4+vYEZmYiDh8GNvevcYehTYbtt27obwcX9eugFFI+VJSjNmaBQXYd+zA26MHmQcP0jEqCpGXFxg+sW3ejIyPR7ZrBx4P9o0b8XbuDC4XIicHW0YG3oEDjWN37gQp8VWsvWZfvRpf27bIli0pnjwZ+86deHv1MhbXzchAFBTg69XLOHfjRkpvuMFox+3GvnlzZTvZ2dgOHMA7wBiWs+3Ygbd3b8ouuwykxL5mDb727ZEtWhgF38SJeHv3BocD2759UFQU+AfJtnEjMjHRmPBQUoJ9yxa8XbtCfDwiKwtbVlZgb0fbtm0QHW0M2/p8xs+tQwdk8+aI3Fxsu3cbi5pGRRnr0bnd+Lp3N3Jfvx5fUhIyJQWKirBv24a3WzeIi0NkZmLLyTHOBWxbt4LTWavL7M2bOUXK6i7LygK7UNjXrsWXnIxMTjYWWt2+3VjuITYWceAAIje3mkvi4vC1bx9w6evUCdm0KeLQIWz79hk/YyGw7doFPl+lyzVrmL2viLu23ERZdA6unMHIuUugqDmg1m90oSQzM5NTTjkF4uKMXwzi4swOKThYOJ+AE40yaCfqoZqTRvPMm8jJIb7KUhpxkybhnDrV+CwvD1dqKlHffw8Yd6VcqamB579in3ySJvffHzg34fLLccybB0DU+vW4UlOx7d1LXFwczjffJH5c5Yr4cbfcgvOll4x2srONdn76yWjn00+NdiqIffxxmjz8cGU7F12EY8ECo530dKOdioUCna+9RvxNNwWOjZ8wAeeMGQDYDhww2lm1CgDH/PkkVNlCq8mDDxL7xBPGC58PV2oq0UuWGO2sWIErNRVx6JDRzrRpxN12W2U7111HzNtvG+3s2oUrNRX7+vVGO3PnkpCWVtnOvfcSO3my8cLtNtr56iujnWXLjHYKCox2pkwhrsrs2firriKmYh9W+7ZtRjsVQ8Uxs2YRf9VVlT/jSZNwTpli/IwLCozcly0DoOWvvxo/Y7fb+BlPnkyTe++t/BmnpeGYO9dox+9y1y6jnbffJv66ym2p4m67Dee0aUY7hw4Z7axYAUD0kiVGOz6f0c4TT9DkwQcD56669SLu3HwdZdE5sO0S8l//moJsY6g0Pt7azxXWh7iK4sbXvj3Fzz1nFMIRgJXzibNgwRnpaCfqoZoTIS3+QHpdWfHdd7KPzRbSO29H3G6aFxeH5M4b+fknvPMmXa4633nDZsPXqdNRd95EXh62Xbsi5s5b3s6dNM/PN/XO25e7v2TCpzfi9nlg/bUkfPkuAzqWIJ2xxDvLeOAhD4PObBy/Rx05coRmzZqBx4M4dAjZokVkbMdm4XwCTjTKoJ2ohxlOVq5cmT5s2LBan11qPMXbihWyZ4ifRdmzZ49St1U14XdSc7P57JQP2dbnZqStnOi1t1L2yXSGnuVj8eJC7KtX40pNJX/p0kABH+n4fURa7lbOR39vqYd2oh5mODle8dZ4nnkLAy1btjQ7BE0Nwu2kcrN5Cb97FfreBULCDw9S9tU/AEF8vBcAX6dOFM6ebdwBbST4fURa7lbOR39vqYd2oh6qOdHFWxA5fPgwTZo0MTsMTRXC7aSwUIC9lOgr7qCsn/Fs4CnbnqZdyZ9haDnx8ZIHHjCev5NNm1JW5VnExoDfR6TlbuV89PeWemgn6qGaE128BZHGMgRtJcLpJD3dzvJVuTDhSso6LCc2KpZpqdMYc9cYalsKRBw6RPSSJZRddpnxrFQjwO8j0nK3cj76e0s9tBP1UM1J43hKOkyodltVE14nT7+UA7cMhg7LcZa247OrP2NMzzHHPN62bx9x99xjTAppJPh9RFruVs5Hf2+ph3aiHqo50cVbEMnKyjI7BE0NwuVkZ+5Ofuo1HJrvhAODeO+cr0+43ZV3wACOZGcHZgE3Bvw+Ii13K+ejv7fUQztRD9Wc6GHTIBIfH292CJoahMPJyqyVXD3/OtxNcmD/6Zy5dQnDB0ef+EQhwG4PeXwqEfARablbOB/9vaUe2ol6qObE1DtvQoj2QoiPhRB5Qoh8IcR8IUSHOpx3uhDiX0KIzUKIYiHEXiHEB0II60310liar/d8zch/jyS3LAe2XwTvfUOiM7FO59p27SJu/PjAosCNiUjLPdLy0Wg0amNa8SaEaAIsBXoCE4AbgW7AN0KIEy1lfB3QB3gJuBR4CBgE/CqEMG2J88LCxrE/pZUIpZOPt3zM2MVjKS4vptWBG2HOIvDEB2aTnhCfD1FcHNiVoTEQ8BFpuVs4H/29pR7aiXqo5sS0RXqFEHcDzwM9pJTbK97rBGwD/iylfP4457aUUmbXeO8UYBfwtJTyLzXPCccivW63G6fTGdI2NPUjWE5qLr67v8M0dvf4MwBtd99L/vxnKMi3M3RoGYsXq9XJVUL3EfXQTtRDO1EPM5wcb5FeM4dNRwL/8xduAFLKXcByYNTxTqxZuFW8twfIBtoGOc46k519VFgakwmWE//iu8t/tLM87qFA4cYXz7L/3ecoyDeed2pM+5Q2BN1H1EM7UQ/tRD1Uc2Jm8dYHWF/L+xuA3vW9mBCiF9AK2HSScTUYIYRZTWuOQbCcFBYKiC4iatxVcNbzCF803de9x1BxN0OHljF0aBkXX+yp+5ApYF+zhsTWrbGvWROUGK2A30ek5W7lfPT3lnpoJ+qhmhMzZ5s2B47U8v5hoF67vwohooAZGHfe3jr50BpG8+bNzWpacwzq6qTmsGhN1uzMgptHUt56FS6Hi/cue4/z7jmP2hbfrSu+Nm0o+etf8bVp0+BrWA2/j0jL3cr56O8t9dBO1EM1J2YvFVLbGFNDyttXgLOAy6SUtRWEHDx4kIkTJxIVFYXX62X06NFMmjSJzMxM4uLisNvt5Ofn07JlSw4fPoyUkpYtW5KVlRWYIlxYWEhycjLZ2dkIIWjevDnZ2dm4XC68Xi8HDhygR48eZGZmEh0dTdOmTcnJyaFp06Z4PB5KSkpISUkhMzMTh8NBQkIChw4dolmzZpSUlOB2uwOfO51OYmNjOXLkCC1atKCgoACPxxP4PDY2FofDQV5eHklJSeTl5VFWVhb4PFg5FRUVBa5pxZxyc3Pp0qXLCXN66qkEvvvOUfvfrlO+g3HXQkImzpLOvJs6lcGtBrNnz56Ty6m4mLirrjJy2rOnUXjavn07bdu2BZuNwksuITkhgex9+yydU8DT1VcbntxuS3nat28fXbt2jfi/e1bKKScnJ/BvSaTkZHVPRUVFtGnTJqw5HQ8zJyxkAQuklLfVeP81YIyUsk7LGQsh/gE8CEyQUs461nHhmLBw5MgRmjWr101DTYipq5O0tHiWL4/G5fLRr5+xcbxEcrDNTHb0moS0eWiWdy5vXvQuF5xZt6VATkh+PlGrVlF+6qngcgXnmooT8BFpuVs4H/29pR7aiXqY4UTVCQsbMJ57q0lvYGNdLiCEeBRjmZC7j1e4hQuv12t2CJoa1MVJerqd5cuNRXX79fOyeHEhCxbm0fWeW9ne51akzcOt/W9ly6MfB69wA+w7d5Jw5ZXYd+4M2jVVx+8j0nK3cj76e0s9tBP1UM2JmcXbImCwEKKz/w0hREdgaMVnx0UIcRfwNPColPLlEMVYL4qKiswOQVODujiZOrVy+nd8vKS4rJjxS8Yzc8NMYqNieXX4q0w5fwpRtuA+ZeDt2ZO8X3/FG+I7wirh9xFpuVs5H/29pR7aiXqo5sTMZ97eAP4ILBRCPIbx/NtTwD7gdf9BFeu37QCelFI+WfHedcA04L/AUiHE4CrXzZdS1unOXbBJSUkxo1nNcaiLk6qTFK6ZtIZhc29ky+EtJMYkMuuyWQxtNzQ0wTmd+Dp3PvFxEUTAR6TlbuF89PeWemgn6qGaE9PuvEkpi4BUYCswC/gAY5HdVCll1Sl8ArBTPdZLKt6/BFhR489rIQ/+GJzoAUNN+KnNSXq6nbFj40hLiyctLZ5164w12rpe/RZ3rj2fLYe30K1ZNz67+rPQFW6AyMgg9rHHEBkZIWtDNfw+Ii13K+ejv7fUQztRD9WcmDrbVEq5F7jqBMfspsYMVCnlTcBNoYqroURH12Ezck1Yqc2Jf8HdALYyuOgBtvd9HsphTI8xPHfBc8Q7QrsRscjPJ/rzzykdN67WadeRiN9HpOVu5Xz095Z6aCfqoZoTs5cKiSiaNm1qdgiaGtTmxD9M6nL56HHaAbb0H0d+s++xiyieu2Aq4/uOD0tsvt69yf/ll7C0pQp+H5GWu5Xz0d9b6qGdqIdqTnTxFkRycnKIi4vebvQnAAAgAElEQVQzOwxNFXJycti82VVtAV7/MGmnIen8dtFo8gsySIlL4a1L3mJI2yFmhhvx6D6iHtqJemgn6qGaEzNnm0YcqlXmGsNJYF/S5dEsXx5Nfr4Nes1n3e/OI6Mgg9OST+Ob674Je+Fm27QJ15lnYttk2o5uYcffRyItdyvno7+31EM7UQ/VnOg7b0HE4/GYHYKmBh6Pp9owaZ/+xezt+gT7Oz6PDxjXexxTz5+KM8p5/AuFAJmQQNmwYciEhLC3bRb+PhJpuVs5H/29pR7aiXqo5kQXb0GkpKTE7BA0NajqpNsZ23FfdR37D67CJmz85ay/cOegO03bcFi2a0fJ3/9uSttm4fcRablbOR/9vaUe2ol6qOZEF29BRLV1YBorVTeZ9/l6s36DDU77F6uG3IvvYBEdXB14/eLXObP1meYGWlqKLTMTX0oKxMSYG0uYCPSRSMvdwvno7y310E7UQzUn+pm3IKLaOjCNlarPuK1Yn01BWhqk3YYvqohRXUex9Nql5hdugH3TJpqeeip2Cz4n1VD8fSTScrdyPvp7Sz20E/VQzYm+8xZEHA7HiQ/ShJzCQgHCh/OcV/Gc+wi+qEKiypvxYJ+p3HfxlWaHF8DbuTMF//43XouuzN8Q/H0k0nK3cj76e0s9tBP1UM2JLt6CSIIFH1a2GlWHRI/Fmt37YdztuLv9F4DLOl/GM+c/Q+v41uEKs264XJRfcIHZUYSVQB+JtNwtnI/+3lIP7UQ9VHOii7cgcujQIeLjQ7sqf2PnqN0RqiHhd6/AhIfBUUR0WXP+cdYj3Dzk5rDGWFdEdjaOBQvwXHEFsmVLs8MJC/4+Emm5Wzkf/b2lHtqJeqjmRBdvQaRZs2ZmhxDxVF32o18/b+B9t3MPO3rfTm6LrwBIPnQlL17yDwb3Cf8SIHXFtn8/sY8+SvkZZ+C12D/4DcXfRyItdyvno7+31EM7UQ/VnOjiLYiUlJTgcrnMDiNiSU+3s3y5sb9cv35eFi8upNxXzvTV05nyvykUlxfTzNmMF1JfYGTXkQBkZWUp68Q7cCC5Bw+aHUZY8feRSMvdyvno7y310E7UQzUnungLIm632+wQIpqpUyvvosXHS1ZmreRPX/+JdTnrALii2xX887x/0qpJq8Bx2olaaB/qoZ2oh3aiHqo50UuFBBHV1oGJNAKTFGLyiR19F8PnDmddzjraJ7Rn7si5vH3p29UKN1DbiW3HDuKvuQbbjh1mhxI2/D4iLXcr56NyH2msaCfqoZoTXbwFEdXWgbE66el2xo6NIy0tnrS0eGND+e6f4vhTHxb89jo2YePOQXfy4w0/Mrzj8FqvobQTIZDR0WDSDg9mEPARablbOB+l+0gjRTtRD9Wc6GHTIOJ0qvtwvBWpNrM04QBcdgf0XIgHGJQ8iBdSX6Bfy37HvYbKTnydO1P0wQdmhxFW/D4iLXcr56NyH2msaCfqoZoTXbwFkdjYWLNDiCgCi+0OnU7ZeY/gjc7HXp7A77s9wt8um0iU7cR/fbUTtdA+1EM7UQ/tRD1Uc6KHTYPIkSNHzA4hoiiMXw0Tz8J94R/xRudzcceLWX3rj0xOu61OhRuo7cS+ejXNmjfHvnq12aGEDb+PSMvdyvmo3EcaK9qJeqjmRN95CyItWrQwO4SIIKsoi8krJrNm8GwQPhzuNrx+5WRGdh2JqOczRSo78bVrR9Hzz+Nr187sUMKG30ek5W7lfFTuI40V7UQ9VHOii7cgUlBQoNQKzFbDXe5mxuoZPP/L8xSWFSJkFPKnP3Jq8V8Y9eeG3SRW2YlMSsJz001mhxFW/D4iLXcr56NyH2msaCfqoZoTPWzaQN566y2uvfZaunTpQvPmzfnhhx/weDwnPE9KyXPPPUe/fv1o3bo1559/Pl9//XW1Y1auXMmkSZM47bTTaNu2Lb/73e+YMmWKcuvMBAspJdO+WEKX58/iyR+fpLCskGbZl9Hk3XXw3xeJ8jZ8YcS6ODGN/HyivvwS8vPNjiRsBHxEWu4WzkfpPtJI0U7UQzUnunhrIB9++CFHjhwhNTU18F5d1oGZNm0azz77LLfccgvvv/8+PXv2ZNy4caxcuTJwzCeffMLu3bu56667mDt3LhMnTuS1117j97//fUhyMZP12esZNX8UT26+kRLnbjjYB2Z+wZFXP6Vob0/AWJC3oai2Nk9V7Dt3knDttdh37jQ7lLDh9xFpuVs5H5X7SGNFO1EP1ZwIKRv+D6OVWLFihezZs2fQrufz+bDZbGzcuJGzzz6bRYsW0b59e0455ZRjnuPxeOjatSt/+MMfeOSRRwLvX3DBBSQnJ/Phhx8CkJOTQ1JSUrVz3333Xe69917WrFlD+/btg5aHWezI3cGUn6Ywf+t8fNJHlKcF5V8+ScLWW+jft/K5tvh4yQMPuBk0yHucqx2bPXv2HNeJqXg8iOxsYyNzh8PsaMJCwEek5W7hfJTuI40U7UQ9zHCycuXK9GHDhp1e22f6mbcGYrMdfdPyRFOJd+3aRWFhIeeff361988//3ymT5+Ox+PB4XAcVbgB9O/fH4Ds7GxLF2+ZRZk8/8vzvLv+Xcp95UTbohmZ8nsW3P13cDej/9AyFi8uDFp7qk3vrobDgWzb1uwowkrAR6TlbuF8lO4jjRTtRD1Uc6KHTYOI4wS/cZeWlgIQHR191Hkej4fdu3cf89yff/4Zm81G165dTzpOM8gqyuKR7x5h0LuDeHPtm/ikj+t7X8+v43+lZP6L4G4GnNwQaW2cyImZiIwMYv/8Z0RGhtmhhA2/j0jL3cr5qNxHGivaiXqo5kQXb0EkLy/vuJ937NgRIQSrVq2q9r7/ebdjrSOTlZXF888/z7XXXovL1fCH983gUMkhJq+YzOkzT2fG6hm4vW4u73I53437jpcvfJn2rvaVe5YCDzwQ3EkZJ3JiJqKwkKgff0QUBu9Oo+r4fURa7lbOR+U+0ljRTtRDNSd62PQESCnxeiuftxJCYLfbaz22tuHOqrhcLq666iqef/55evXqRd++ffnoo49YtmwZQK3X9Xg83HzzzcTFxTF58uSTyCS87C/Yz4zVM3hv/XsUlhn/oF3a6VIeGvwQ/Vr2M/Yt/aOTwkJh7FkKDB1a1uBn247FiZyYia9nTwp++MHsMMKK30ek5W7lfFTuI40V7UQ9VHOii7cTsHz5ckaOHBl4PXToUBYvXlzrsXl5ecTFxR33en//+9+ZOHEio0aNAqBt27bcd999TJkyhVatWlU7VkrJ7bffzubNm/nPf/5DYmLiSWYTWqSU/O/A/3hz7Zss3rGYcl85AMNOGcZ9Z9zH4DaDA8dW27e0gmAPmULdnGjCh/ahHtqJemgn6qGaE128nYABAwZUW4fteIv0lZWVnfB6SUlJLFy4kP3795Ofn0+3bt2YPn06ycnJdOjQodqxjzzyCP/5z3+YP38+3bt3b3gSIaakvISPt3zMW2vfYm32WgDsws4V3a7gzkF3cmryqUed4x8qdbl89OvnDcwqDTZ1cWIWto0biR83jsLZs/H17m12OGHB7yPScrdyPir3kcaKdqIeqjnRxdsJSEhI4NRTjy4+aqM+68C0bduWtm3b4na7+eCDD7j++uurff7CCy/wxhtv8PbbbzN48OBjXMVcduftZtaGWby1+j3yyw8DEF3aiuT9/0dKxu/J/qI9fznGuf6h0n79vEGdXVoT1dbmqYps2pSyK69ENm1qdihhw+8j0nK3cj4q95HGinaiHqo50cVbA1m1ahV79+5l//79gDG8unnzZk477bRAsffhhx9y5513snLlysDyHnPnzqWsrIyOHTuSkZHB9OnTsdvt3HPPPYFrf/zxxzz11FOMHTuW1q1b88svvwQ+69Spk6lj7z7pY9m+Zbyz7h2W7FiCpGKo88Bp8NOdlG24hozyWOo65y4UQ6VVyczMVHa9JNm2LSVPPGF2GGHF7yPScrdyPir3kcaKdqIeqjnRxVsDefPNN5kzZ07g9ZQpUwAYO3Ysr776KmAs5Ov1eqm6ELLP5+Oll15i3759uFwuRowYweOPP15tOPabb74BYM6cOdXaAHjllVcYN25cyPI6FtnF2czZNIeZ62eyM89YRT7aFs3o7qPZOPMO1n12Di6XpN+ZXqBut5dDNVRaFZWeUTiKkhJse/fi69ABFFtDKFQEfERa7hbOR+k+0kjRTtRDNSd6h4UgcuTIEZo1axbSNsKJ1+fl233f8v6G9/ls52eU+YyirF1CO27ofQM39rmR1vGtSUuLZ/nyaIYGeYHdYKCyE/vq1bhSU8lfuhTvwIFmhxMW/D4iLXcr56NyH2msaCfqYYYTvcNCmMjPz4+IDrcjdwdzNs5hzqY5/Fb0m/GmtNEs5zKS999M8+wRfD/fzvcVx/ufX1MRlZ14u3ShYMkSvF26mB1K2PD7iLTcrZyPyn2ksaKdqIdqTnTxFkRatmxpdggNJtedy6c7PmX2ptn878D/Au/HujtT8uP/weqbOJLfjtqXETYI9fNrDUFpJwkJlA8ZYnYUYSXgI9Jyt3A+SveRRop2oh6qOdHFWxA5fPgwTZo0qfWzuPHjASiaOTOcIR2X0vJSlu1bxrwt81iyYwmlXmP7rrjoOEZ2HckNvW9g8h8u5MflDmNJj6HHfpYtHM+vNYTjOTEbcfAgjnnz8FxzDbLGGn+Rit9HpOVu5XxU7iONFe1EPVRzoou3IGKF5wdLyktYumcpi7Yv4j87/xPY/UAgGNj0XMrSryd+79Xs/SyBvwPrw7SkR6hQ2YktM5PYZ56h/Nxz8VrsH/yG4vcRablbOR+V+0hjRTtRD9Wc6OItiKh2W9VPcVkxX+35ikXbF/HFri8CBRtA36S+jOw6kmt7Xsufb+t51K4HflQcEq0LqjoB8PbvT+7evWaHEVb8PiItdyvno3IfaaxoJ+qhmhNdvAWRrKwsZdaBKSkv4YtdX7Bg2wK+3P0lxeXFgc8GthrIqK6jSOuaRufEzoH3a+564EfVIdG6oJITjfahItqJemgn6qGaE128BZHjbZ0VDvbl7+Obvd/w7b5v+Wr3V9XusA1KHsTIriMZ1XUUpzSt/AuYnm5n6tTqG8RbdYi0Nsx2cjxs27fT5P77KZ46FV/XrmaHExb8PiItdyvno3IfaaxoJ+qhmhNdvFmY/NJ8fsj4gW/3fcu3e79le+72ap+f2upUrux+JaO6jqK9q32t1wjXBvGaWoiKQjZvDlG1dEMpcXzwAY5FixB5eXh79sR95511Kwzy83G++SZRP/yAKCrCl5xM6Q03UH7RRZXHFBbifPVVopYvB5+P8iFDcN95J7hcwcvveFTJ3bZ7N86XX8a+YQMyPh7PZZfhmTABbLbjX+NEOfh8OObOJWrFCmx79gDg7d6d0okT8QV7zceTzEf89hvxNbbIAyi74ALcjz9ee5M//EDsX/6Ct3t3imfMCFoqGo1GfXTxFkQKCwtp0aJFyK5f7isnPSudb/d+yzd7vyE9Mx2vrBzeTHAkcG67czm/w/mkdkilU2KnOsQcng3izSLUTk4GX8eOFL39dq2fOWbPJmbWLNx/+AO+Dh1wfPQRTe6/n6K33zaKhGNRVETc3XcjY2Nx33UXsmlTbLt3I2psqhz71FPY9u3Dff/9IAQxb7xBk8ceo/ill4KZ4lH4fQRyz88n/uab8XbsSPHTT2M7cADn9OkIn4/SiROPe60T5uB245gzh7KLL6Z03DgQAscnnxB3110Uvfwyvh49gpZXMPIBKP3DHyjv2zfwWh6rmPZ4iHntNWRi4knHrnIfaaxoJ+qhmhNdvAWR5OTkoF7PJ31szNnIigMrWLZvGd9nfE+Bp6DKAXYS8s4i8fAwEg9dSEL+GeTKKBYAC+rYRiQOlVYl2E6Cis8HHg84HNXvyng8OObMoXTcOMquvBKAkt69iR83Dscnnxy3CIj54AMoKzPuxMTEAOCt2GvXj33DBqJ++YXiF17AO2CAEUpSEnGTJmFPT8d72mlBTrSSgI+K3B2LFoHHQ8nf/gZxcXgBUVxMzLvvUnrddXCMLWnqlIPTSeH771e7m1gyaBBx48fjWLAA94MPBi+xk8wncJn27fH17n3C5hwffohMSsLbpg223btPKnSl+0gjRTtRD9Wc6OItiGRnZwc2oG8I7nI3K7NW8uP+H/n5t5/5JfMX8krzqh3TNbErpZsvZN83l8Du8ykobUoBsO8kY4/UodKTdRJK7GvX1rqlkn39ekRxMeUXXPD/7d17mNxVfcfx92fvu9lsLkSTQi6bkICQS5W7RhtCQCyKYEUKaoS2WCgVFEu5FZCLSAFRAw/wFLVAYwygUmppqlwDlBIQAiYmpknIBlhyIRey2Vv2MvvtH+c3m9nZ2fvOzmzm+3qeeWb3zPn9fufMmcl+c875nbM/c2kprR//OPmvvgrdBG+Fv/kNzV/8YnvglvK6r76KjR7dHvQAtB1xBG0TJlDwyitpDd7i7RGve/Npp9F67LEdgpqW+fMpvv9+Cn7/e1o/8Yn+1yEvr/MwcGEhbVOmoA+6W2667wZan77Q9u0UPfIIDT/8IUWPPTbg82XzdyRXeZtkn2xrEw/eBpGkXudtaGlg7a61rN6xmte2vca6XetYu2tt+0K5cZNGTuKEg09g7iFzmT95PpMqJnH66eW8+3+FYajzmN5tAt+dA22oNFFf2mSotU2eTP0994TNzBPkvfMO5OXRNnFip/yFzz3X5fm0dSvaswcrL6f0qqsoeP11rLyclpNPpulv/xYKCwHIj2+gnqI8eWle7iLeHvG6F/3857Ql/YNo48dDcXEoS1fBW3/r0NxM/vr1tCTO/xsEA61PXMntt6PaWmzUKFpOOommCy7oFIiX3HcfrfPm0XbYYYNS9mz+juQqb5Psk21t4sHbIBqbYi6SmVFdW81bo7bzRlkNK59YyJtb1vFeYxWorVP+stpZVHzwKSr2zKWi5gSK901mC/CL6AEH/lDnYErVJtnCxo6l+dxzO6Wrrg4rLe00wd1GjoSmJmhpaQ/EEuXt3g1A8f330zp/Pg233Ubepk2U/PjHUFBA04UXhoy1tViKO6ds5Ejytm4dhJp1Ld4e8boX//SnXZZFdd18tvtZh6IlS1BdHS2f/WzfC9+NAdenqIjmM88kdswxWFkZ+W++SfHSpeRt2ULjLbe0Z8t/4w3yf/c76hcvHrSyZ/N3JFd5m2SfbGsTD94G0Yb3NtA4opG1O9eydtda1uxcwx93/ZG9zXthRpRp0/rwbPnw/mzYPgeqT4BtH4X3Z9KwbwwNwLZeXO9AHeocTDt27MiqtXkSac8eCl54gda5c/dPPI//7y7V//LiK3x39T/A6PW2ysowiR+IHXUUqq+n+Oc/p+m886CkpPtzpFm8PbRnDwUvvgixWNd17amMfaxD/ooVFC9ZEm4CGeThj4HWxw46iKZLL23/PfbRj2JjxlCyaBF5GzeGu4xjMUruvpvmhQu7v2mlj7L5O5KrvE2yT7a1iQdvfWRm7GjcwcYPNlJVU0XVnirW7V7Hyu0r2VafOuQaVzqO2dthTkMFM8+7intvOJo3nzmSirKisBhuITApetC7YdADeahzMFUM1dIX/ZC3eTPl559P7LDDsGjPvNicObSceCJqaAiT4BN631RXF4bQUi0tQtQzBx3mz0EI4HjoIfK2bKFt2jQYORLt2dPpeHXRmzWY4u2Rt3kz5eedR+vRR6Pa2s4Z6+ux7ib397EOeevWUXrTTTR/7nO0nHVWv8vflQHXJ4XWefNg0SLyN2ygbfp0Cp94IvQannoqxK/R2opisfB7aWmXn43uZPN3JFd5m2SfbGsTD95SaI41U11bTVVNFZtrNlNVU8XbNW+H571vU99Sn/K4soIyZoyZwREHHcGR445k5riZzBw3kw+XfZi1p9/M9zacw2urP8am1fnQmsfs2S0+7JlmsVis50wZEps1iz2rVqGaGsgPQ+GMGIF27IC2NvLee69DD1HeO+8QSzHPK67t4IO7XDMunCAEgrHJkylatapTtrx336V17tz+V6gX4u0RmzWLPRs2UHrjjeS92/F2G73/Ptq3L+Wctvbz9KEOqq6m7OqriX3sYx16twbTQOuTUlJPXd6776KdOyn/4hc7ZR15xhk0Xn01raec0veyZ/F3JFd5m2SfbGuTjAZvkiYBPwROAQQ8DXzLzHqcNS2pBLgZ+CowGngTuNLMXujuuFhbjJ2NO9lWv433at/jvbrw2FK3hS21W6iuq6a6tpo26zwfLW5U8Simj57OtNHTmDJqCjNGz+CoCUeRtyePqZWp11b73oZzWPb+cfD+/jQf9ky/+vp6xo0bl+lipFZQgE2ciCXdmMD48VhZGQXLl9O8cGFI27ePgpdfpuVzn+v6fIWFtB59NPlvvNEhOX/lSiguDsEdEDvuOLR4MfmrVxObPRsIPVN5W7fSevzxg1a9VNrbo6AAO+ggWo8/nqJHH4WGBoh6Hwufew6KimhNuJM0WW/roF27KLviCtoOPpjG667reeHf/hpgfVKe8vnngbCwMEDzmWfS+slPdshTtHQpeVu3su/b36atn0M6Wf0dyVHeJtkn29okY8GbpDLgWaAJOA8w4LvAc5LmmFnq7q39fgp8FvhHYBPw98BvJX3czN5Mzrx+93rOfuBsttdvp6Wt+6FJISaOnMjUUVOZUjGFqaOmUjmqkspRlUwdNZXRJakXxmwqbUqZDlDXWgocuIvhZqsJEyZkughdynvnHUq+/332XX55x16ZoqIw+X3xYqy8vH2RXsxo/ou/aM9W8OSTlN5+O3U/+xkW1bPpa19jxKWXUnLbbbScdBL5mzZRvHQpTQsXhvXkgNjMmbQeeywlt95K00UXQV4exfffT2zWrLQuEwL726O97hddRNFjj1F6/fU0n3sueVu2UPTQQzR/6UsdltsY8dWvEpszh31XXNH7OjQ1UXbVVai2ln2XXkrepk37C1JYSNuMGQyWgdan6MEHUUMDsVmzsBEjyF+1iuKHH6b1U5+i7dBDAbCJE4klBfr2m99gNTWdhsr7Ipu/I7nK2yT7ZFubZLLn7evANOBwM9sIIGkVsAG4EPhBVwdK+lPgy8Bfm9kDUdrzwBrgJuDzycfUt9RTXVsNhDlo40eMZ8KICUwaOYlDRh7CweUHc0h5eJ40chLFBV2vk9WVbdu29Tih0e8QHVq9aZOMaWwkf+1aaGzs9FLzl78MZhQvXRq2xzr8cBruuAMbM6Y9j9rawrw429+D23bEETTccgvFP/kJZc88g40eTdNXvhLOl3jpa6+l5N57KbnjjvatpZouuSR9dY20t0e87vn5NNx5JyV33UXZNdeE7aTOOovm88/veGAsFurahzpo927y3noLgLJrrulwbNv48dQvXTp4FRtgfdomT6bo0UcpXLYMNTWFLc3OOYfmFFtmDbas/o7kKG+T7JNtbSKzzAzdSXoGKDGzuUnpzwOY2bxujr0OuA4YbWYNCek3AlcBFWbWoRvsqReesnGTQ9BWWlA6iDXZb9GiRXzzm99M+dpxx1WwcWM+06fHePXVvWm5vuusuzZxQ8/bI/t4m2Qfb5Psk4k2Wbly5esLFiw4JtVraZoA0iszgT+kSF8D9LQ/zEygKjFwSzi2COi0e3d5YTmVoyrTFrgBPNbNauf19R2f3dDork3c0PP2yD7eJtnH2yT7ZFubZDJ4Gwuk2qNmNzAmRXpvj42/PuRaW1u7fG3atLYOz25odNcmmZa/Zg2jjjyS/DVrMl2UIRNvjwOt7sO5Ptn8HclV3ibZJ9vaJJPDps3AnWZ2dVL6LYS7RrucjyfpKaDczD6elH4K8CTwZ2b2YuJry5Ytq926dWt7sFpRUbFj7NixOwehKu127949brDP6QbG2yS7eHtkH2+T7ONtkn0y1CZTFixY8KFUL2TyhoUPSN1DNobUvWqJdgOpFk0ak/B6B6eddtrIPpXOOeeccy4LZXLYdA1h7lqyI4G1vTh2arTcSPKxzcDGgRfPOeeccy77ZDJ4+zVwgqRp8QRJlcDc6LWeji0EvpRwbAHwl8CTyXeaOuecc84dKDIZvP0Y2Az8h6QzJH0e+A/gXeBf4pkkTZHUKun6eFq0CO8jwI8kXSBpAfAwMBX4zhDWISVJh0laJGmVpDpJWyX9OlqfzmWIpG9L+s+oPUzSDZkuUy6QNEnSLyXVSNor6TFJfdwryg0mSRMl3S3pZUkN0fehMtPlylWSzpL0K0lvS2qU9H+SbpXk030yRNKpkp6VtE1Sk6RqSY9K6mk1jCGRseAt2kHhJGA9sBhYAlQBJ5lZ4iq2AvLpXNa/Ah4g7MrwX4Rt3T9jZivTXPTe+DQwH3gIOB24GPgQ8Iqk9C5h77rzdeDDwOOZLkiuSNhJ5SOEnVQWAjMIO6n0bad2N5imA2cT5he/2ENel36XAzHgGuAzwH3A3wFPScpkJ0suGwu8DnyD8Df9asJUrxWSMr5ab8buNj2QSRoH7LKEN1fSKEJP43+a2dcyVbZcJinPzNqiIfYW4EYzuyHDxTqgSfomYbeUxJ1UphJ2UrnCzLrcScWlT/y7EP18AWEkZKqZbc5owXKUpA+Z2Y6ktK8ROgAWmNmzmSmZSyTpcGAdcLmZ3ZnJsnhEnwZmttOSomIzqyH0Mh6SmVK5+B8rN6Q+D6yIB24AZlYFvASckbFS5Tj/LmSX5MAt8rvo2f9mZI9d0XP3G6QPAQ/ehoikscAs4I+ZLotzQ2ggO6k4l8viW0T634wMkpQvqUjSDMJ8/G2EOfYZlcl13nLN3YT5ez/KdEGcG0ID2UnFuZwk6RDgJuBpM3st0+XJca8A8bnqGwnz8t/PYHkA73nrFUknR3dj9fRY3sXxVwNfBr6ROHzk+m+gbeKGVKqJtRryUjg3DEgqJ6y80Eq4Mc9l1kLgBMLf8L2Em0gqM1kg8J633vpf4Ihe5OZdJM0AAAjtSURBVGtITpB0EfA94Foz+9fBLlgO63ebuCE1kJ1UnMspkkoI65hOA+aZWXWGi5TzzCw+bP2KpP8m3Hh4FXBRxgqFB2+9YmYNhDtM+kTSQuBewh6utwx6wXJYf9vEDbmB7KTiXM6QVAj8CjgOONnMVme4SC6Jme2RtJGw1E5G+bBpmkj6AmEdup+Y2eWZLo9zGTKQnVScywnRWm5LgAXAGWa2IsNFcilIGk9Ys/KtjJfF13kbfJL+DHiS0LPwDSDxtvwmM3sjIwXLcZKOASoJ/2l5BPgF8Gj08rKoN88Nomgh3t8DjcC1hPlvNwMjgTlJC3K7ISTprOjHBYQhoIuBHcAOM3s+YwXLQZLuI7TBLcATSS9X+/Dp0JP078BKYBVhrtthwGXABOA4M1ufweJ58JYO0bZLXW3T9baZVQ5daVycpAcJq/yn4guUpkm0FdYPgVMINyo8A3zL3+/MktTVP/7Pm9mJQ1mWXCdpM9DVqv2+mHgGSLqSsAvJoUARYevO5cCt2fBvlwdvzjnnnHPDiM95c84555wbRjx4c84555wbRjx4c84555wbRjx4c84555wbRjx4c84555wbRjx4c84555wbRjx4c84dkCQ92M1aZoN1jc2SlqfzGr25ZibKkcnrOpfrPHhzLgdIOlGSRY8LushjkpJXd88JkpYnvD8mqUHSFklPS7pG0oRBvt6Jkm6QNHowz5sOUTnPzHQ5nHP7efDmXO65UVJppguRhZqAhdHjG8DdwD7gJmC9pHNSHHM48Ol+XOtEwi4s/Qne+nvN/voO0FXwNtRlcc4BBZkugHNuSL0GHAN8C7g13ReTNNLMatN9nUHSamY/S06UNBtYBiyW9K6ZvRR/zcyahqJgkgqBfDPbN1TX7I1sKotzucR73pzLLY8CrwNXSjqoNwdIOlPSS5LqosdLks5IkW9zNPz4MUm/lVRD2NQZSedHw5ELJF0v6W1JjZJekXRClGeepP+RVC9pq6TrUlzj05IekbQpOn6PpCclzRvQu9INM1sN/BXhP7s3pqpzUtonJP23pG2S9kl6T9KyhHo+yP69j6sShmpviF6/Ifp9pqQfSKom9ACe0NU1E659lKRno3baLekhSR9OyhM/f2WK49vPLakyYc7geYnDyt3VP0rv62fmI5L+S1KtpBpJvxzsoWrnDiTe8+ZcbjHgSuBp4J+Ab3eXWdLFwD3AOuC70fHnA49LutDM7k86ZDLwLPAL4FdAedLr/wzkA4sImz3/A/BbSecBPwXuB5YQNoS+SVJVUm/Y+cBY4N+AauAQ4ALgGUnzzezFXr0LfWRmT0t6G5gnaYSZ1afKJ+lw4ClgW1TH7cAEYC7wp8AK4F+ACuALwGXAzujwVUmnWwI0AncS3vetPRRzIvAM4X3/JXAU8NfAMZKONbOGXlc42EEYQl4MvEhomx714zNzCGHD738H/pHwPl1IeI98SNa5VMzMH/7wxwH+IMyxMuDy6PcnCb05UxLyGPBEwu9jgDpgI1CRkF4BvAXUAqMT0jdH57ggxfXPj15bCRQlpH8+Sm8Fjk1ILyIEKy8nnWdEinOPJwRAy5LSHwz/xPXq/VkO1PWQ59dRWWcn1Xl5wu+XRnmO6+FcN0T5Krt5bTlQkOL1DtdMeu+/lZR+WZR+VS+vnercBjzYRT2S69/fz8zZSee9J0r/SKa/O/7wRzY+fNjUudx0JSFAurmbPKcAI4C7zGxvPDH6+W5Cr9rJScfsBh7o5pz3mVlzwu/xnrIVZva7hGs0A68CMxIPtoQeL0nl0dBvDHgFOL6b6w6G+HtQ0U2emuj5DEklA7zej8ystQ/59wL3JaXdG6V/YYBl6a3+fGa2mNmjSWnPRs/T01VQ54YzD96cy0Fm9gawFPiKpDldZJsaPa9J8dofoudpSelvmVmsm0tvSirHB9GPVSnyfgB0mJcn6VBJD0v6gNCLs5MwvHcaodcnneJB295u8jxMGJK+BtgdzT+7UtKUflxvfR/zb7KkGwii3zfRuZ3SpT+fmU3JGYFd0XOv5mU6l2s8eHMud11LGK68rYvX1Y9z9jSvqqvArruADwg9bcALwGcI88nOAk4l9PY8S//K2xdzgBZSBxtACJbM7BRCL+CthHrdBKyT1Nfer77OUetqQeLk96W7hYsHOg+6P23QXdunu02dG5Y8eHMuR5lZFWGY7TOS5qfI8lb0PDPFa0dGz10GMmmwADgYuMzMbjCzX5nZk2b2NGGoLm0knQxMAZ63Lm5WSGRmr5rZzVEgNx2oJ0zeb8+ShmIeKqkoMUFSMaE3LLGddkfPY5PylgB/MsAyZNtnxrkDkgdvzuW27xKGAVP1vj1FCDoukTQynhj9fAlhYvpTQ1HISLyHpkNvjKRPk8b5btE6bw8Qeimv7yHvuBTJ1YSh3cRgqS56Hts5e79VABcnpV0cpT+ekBYfjk2ee3YZqf8m1NH7cmbbZ8a5A5IvFeJcDjOznZLuIMWNC2a2R9IVhDv/XonWJ4Nw5+h04EIzq0k+Lo3+h7AEx53RGmXVwEcJy1msBmYP8PwFkr4a/VxIuIt1LvDnhCHMr5jZyz2c49oomHyCMI9PwOnAR4DbE/KtiJ5vk7SEcOfvH8zsD/TfW8B3JM0irOV3NGGpkHXAXQn5no7Sbopu+KgCPklYR24nna0ATpZ0JfAO4Q7eh1MVIAs/M84dkDx4c879gNBD02nIzMzulbSVsP5WfGHZ3wNfMLPHk/OnUxQYnEoIgi4h/Pv1OuFmhb9h4MFbMWFNMwhbZX0ArAWuAx4ws229OMfjhPfxbELw1whsAL5OWMcuXpeXomDoIuDH7F8AeCDBW3V03e8D5wLNhLXiLk8c6jWzWLRg7l2E97GZsHTMPOCl5JMSPhv3ENYFjPempQzeovNnzWfGuQOVzNIx9cI555xzzqWDz3lzzjnnnBtGPHhzzjnnnBtGPHhzzjnnnBtGPHhzzjnnnBtGPHhzzjnnnBtGPHhzzjnnnBtGPHhzzjnnnBtGPHhzzjnnnBtGPHhzzjnnnBtGPHhzzjnnnBtG/h/VY/3xM8hKzgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ecdf_plot(np.random.randn(100), name='Normal Distribution')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ecdf_plot(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
